{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpretable forecasting with N-Beats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "os.chdir(\"../../..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pytorch_lightning as pl\n",
    "from pytorch_lightning.callbacks import EarlyStopping\n",
    "import torch\n",
    "\n",
    "from pytorch_forecasting import Baseline, NBeats, TimeSeriesDataSet\n",
    "from pytorch_forecasting.data import NaNLabelEncoder\n",
    "from pytorch_forecasting.data.examples import generate_ar_data\n",
    "from pytorch_forecasting.metrics import SMAPE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We generate a synthetic dataset to demonstrate the network's capabilities. The data consists of a quadratic trend and a seasonality component."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>series</th>\n",
       "      <th>time_idx</th>\n",
       "      <th>value</th>\n",
       "      <th>static</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.046501</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.097796</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.144397</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>-0.177954</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-01-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   series  time_idx     value  static       date\n",
       "0       0         0 -0.000000       2 2020-01-01\n",
       "1       0         1 -0.046501       2 2020-01-02\n",
       "2       0         2 -0.097796       2 2020-01-03\n",
       "3       0         3 -0.144397       2 2020-01-04\n",
       "4       0         4 -0.177954       2 2020-01-05"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = generate_ar_data(seasonality=10.0, timesteps=400, n_series=100, seed=42)\n",
    "data[\"static\"] = 2\n",
    "data[\"date\"] = pd.Timestamp(\"2020-01-01\") + pd.to_timedelta(data.time_idx, \"D\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Before starting training, we need to split the dataset into a training and validation :py:class:`~pytorch_forecasting.data.timeseries.TimeSeriesDataSet`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create dataset and dataloaders\n",
    "max_encoder_length = 60\n",
    "max_prediction_length = 20\n",
    "\n",
    "training_cutoff = data[\"time_idx\"].max() - max_prediction_length\n",
    "\n",
    "context_length = max_encoder_length\n",
    "prediction_length = max_prediction_length\n",
    "\n",
    "training = TimeSeriesDataSet(\n",
    "    data[lambda x: x.time_idx <= training_cutoff],\n",
    "    time_idx=\"time_idx\",\n",
    "    target=\"value\",\n",
    "    categorical_encoders={\"series\": NaNLabelEncoder().fit(data.series)},\n",
    "    group_ids=[\"series\"],\n",
    "    # only unknown variable is \"value\" - and N-Beats can also not take any additional variables\n",
    "    time_varying_unknown_reals=[\"value\"],\n",
    "    max_encoder_length=context_length,\n",
    "    max_prediction_length=prediction_length,\n",
    ")\n",
    "\n",
    "validation = TimeSeriesDataSet.from_dataset(training, data, min_prediction_idx=training_cutoff + 1)\n",
    "batch_size = 128\n",
    "train_dataloader = training.to_dataloader(train=True, batch_size=batch_size, num_workers=0)\n",
    "val_dataloader = validation.to_dataloader(train=False, batch_size=batch_size, num_workers=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate baseline error"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Our baseline model predicts future values by repeating the last know value. The resulting :py:class:`~pytorch_forecasting.metrics.SMAPE` is disappointing and should not be easy to beat."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.5462)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate baseline absolute error\n",
    "actuals = torch.cat([y[0] for x, y in iter(val_dataloader)])\n",
    "baseline_predictions = Baseline().predict(val_dataloader)\n",
    "SMAPE()(baseline_predictions, actuals)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train network "
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "Finding the optimal learning rate using [PyTorch Lightning](https://pytorch-lightning.readthedocs.io/) is easy. The key hyperparameter of the :py:class:`~pytorch_forecasting.models.nbeats.NBeats` model are the widths. Each denotes the width of each forecasting block. By default, the first forecasts the trend, while the second forecasts seasonality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 42\n",
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n"
     ]
    }
   ],
   "source": [
    "pl.seed_everything(42)\n",
    "trainer = pl.Trainer(gpus=0, gradient_clip_val=0.01)\n",
    "net = NBeats.from_dataset(training, learning_rate=3e-2, weight_decay=1e-2, widths=[32, 512], backcast_loss_ratio=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  | Name            | Type       | Params\n",
      "-----------------------------------------------\n",
      "0 | loss            | MASE       | 0     \n",
      "1 | logging_metrics | ModuleList | 0     \n",
      "2 | net_blocks      | ModuleList | 1.7 M \n",
      "-----------------------------------------------\n",
      "1.7 M     Trainable params\n",
      "0         Non-trainable params\n",
      "1.7 M     Total params\n",
      "6.851     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ced56e8db6cb444d8871894deabba961",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Finding best initial lr:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Restored states from the checkpoint file at /Users/beitnerjan/Documents/Github/temporal_fusion_transformer_pytorch/lr_find_temp_model.ckpt\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "suggested learning rate: 0.003981071705534973\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# find optimal learning rate\n",
    "res = trainer.tuner.lr_find(net, train_dataloader=train_dataloader, val_dataloaders=val_dataloader, min_lr=1e-5)\n",
    "print(f\"suggested learning rate: {res.suggestion()}\")\n",
    "fig = res.plot(show=True, suggest=True)\n",
    "fig.show()\n",
    "net.hparams.learning_rate = res.suggestion()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fit model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name            | Type       | Params\n",
      "-----------------------------------------------\n",
      "0 | loss            | MASE       | 0     \n",
      "1 | logging_metrics | ModuleList | 0     \n",
      "2 | net_blocks      | ModuleList | 1.7 M \n",
      "-----------------------------------------------\n",
      "1.7 M     Trainable params\n",
      "0         Non-trainable params\n",
      "1.7 M     Total params\n",
      "6.851     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b7680e6f9045400eaf71d0dfef83429c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validation sanity check: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "08b0fd2ea4d641e9a75c182c09136558",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f8fa8f7bb4234595b01605612802d108",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "20e8ada7f0e14e7ebe42f34a65596f38",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6b36637ab14e407cae814bce40a299a6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e3330412bd8941e5a92533ca50411c58",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd46197ef12345ed81e4699c193d6462",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "00ebc34f1e4a43548a4b88448ceaa0d8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a8cf91d588e47beae6abc75305b675e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1190977fda424bc48045682e069200d8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c8cfb47820c942d2ba100e362290c932",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0e0e8d9d95754b7db110dafda779f4d5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4abb13c7f16849ec83c65b9fbe2d3ff7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8774f50af82747b0a9fbd859198dd708",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a99aa1f3f8124fb7b279070cb369a827",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validating: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "early_stop_callback = EarlyStopping(monitor=\"val_loss\", min_delta=1e-4, patience=10, verbose=False, mode=\"min\")\n",
    "trainer = pl.Trainer(\n",
    "    max_epochs=100,\n",
    "    gpus=0,\n",
    "    weights_summary=\"top\",\n",
    "    gradient_clip_val=0.01,\n",
    "    callbacks=[early_stop_callback],\n",
    "    limit_train_batches=30,\n",
    ")\n",
    "\n",
    "\n",
    "net = NBeats.from_dataset(\n",
    "    training,\n",
    "    learning_rate=4e-3,\n",
    "    log_interval=10,\n",
    "    log_val_interval=1,\n",
    "    weight_decay=1e-2,\n",
    "    widths=[32, 512],\n",
    "    backcast_loss_ratio=1.0,\n",
    ")\n",
    "\n",
    "trainer.fit(\n",
    "    net,\n",
    "    train_dataloader=train_dataloader,\n",
    "    val_dataloaders=val_dataloader,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_model_path = trainer.checkpoint_callback.best_model_path\n",
    "best_model = NBeats.load_from_checkpoint(best_model_path)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "We predict on the validation dataset with :py:meth:`~pytorch_forecasting.models.base_model.BaseModel.predict` and calculate the error which is well below the baseline error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.1796)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actuals = torch.cat([y[0] for x, y in iter(val_dataloader)])\n",
    "predictions = best_model.predict(val_dataloader)\n",
    "(actuals - predictions).abs().mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at random samples from the validation set is always a good way to understand if the forecast is reasonable - and it is!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_predictions, x = best_model.predict(val_dataloader, mode=\"raw\", return_x=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in range(10):  # plot 10 examples\n",
    "    best_model.plot_prediction(x, raw_predictions, idx=idx, add_loss_to_title=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpret model"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    "We can ask PyTorch Forecasting to decompose the prediction into seasonality and trend with :py:meth:`~pytorch_forecasting.models.nbeats.NBeats.plot_interpretation`. This is a special feature of the :py:class:`~pytorch_forecasting.models.nbeats.NBeats` model and only possible because of its unique architecture. The results show that there seem to be many ways to explain the data and the algorithm does not always chooses the one making intuitive sense. This is partially down to the small number of time series we trained on (100). But it is also due because our forecasting period does not cover multiple seasonalities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rrrsK3nnnnSyAf/zjH3vffPNNz/PPP58zb968WatXr97QVe9ah8MRfdBqteqWlha1efNmx9133z1yxYoVm4qKikIXX3xxSXNzc48cossuu6zqb3/7W/5TTz2V/8ADD+xO5BjxuARBEAYRa9asca5bt85p/r5q1aqMqVOnNldXV9tef/11D4Df71fLly93Afh8Psv48eNb/H6/euKJJ/LN4zZs2OA86aSTvL///e8P5uXlBXfu3OlYsmRJ46OPPpoPsHbtWmdZWZlj7ty5zZ3ZUlNTY83IyAjn5+eH9u3bZ3v77be7XJ/KyckJeb3eNrpzww03VN5zzz0jARYtWtTpuWIRj0sQBGEQUV9fb73pppvG19fXW61Wqy4pKfE//PDDe3bt2lVx0003jW9oaLCGQiF14403Hl60aFHzd7/73YNHHXXUzDFjxgRmzpzpa2xstAJ885vfHLt7926n1lotWbKk/phjjmmaN29e89VXXz1h2rRppVarlXvuuWe3mQQSj8WLFzfNnj3bN3Xq1Fnjx4/3L1y4sLEr20eNGhVauHBh49SpU2eddNJJdffcc8/+cePGBSdPntx87rnn1ib6GshYE0EQhASRsSbJp6GhwVJaWlq6evXqTQUFBaF4+8hYE0EQBCEtePbZZ7OmTZs264tf/GJ5Z6IVDwkVCoIgCCnhggsuaLjgggvW9fQ48bgEQRCEQYUIlyAIQuKEw+GwSrURw4nI6x2O3SbCJQiCkDjrKyoqckS8BoZwOKwqKipygPWx22WNSxAEIUGCweAXDh069LdDhw7NRm78B4IwsD4YDH4hdqOkwwuCIAiDCrljEARBEAYVQypUWFhYqEtKSlJthiAIwqBhxYoVlVrrPg93HEiGlHCVlJSwfPnyVJshCIIwaFBK7Um1DT1FQoWCIAjCoEKESxAEQRhUiHAJgiAIgwoRLkEQBGFQkXLhUko9oJQqV0qtj9n2E6XUAaXU6sjXWam0URAEQUgfUi5cwEPAGXG2/05rPS/y9Z8BtkkQBEFIU1IuXFrrd4HqVNshCIKQLF7beJhbn+nxtA4hQVIuXF3wVaXU2kgoMS/VxgiCICTKqxsO8eSK/ak2Y8iSrsL1F2AyMA8oA+7sbEel1PVKqeVKqeUVFRUDZJ4gCELnVHsD+INhgqFw9zsLPSYthUtrfVhrHdJah4H7gKO62PderfUirfWioqJB1bVEEIQhSpU3AIA3kPA0eqEHpKVwKaVGx/x6Ie1msQiCIKQz1RHh8gWCKbZkaJLyXoVKqceBE4BCpdR+4MfACUqpeYAGdgNfSpV9giAIPaWq0Q+A1y8eV3+QcuHSWl8RZ/P9A26IIAhCEmhuCUVDhF6/eFz9QVqGCgVBEAYrZpgQwCuhwn5BhEsQBCGJxAqXT0KF/YIIlyAIQhKpjKxvgXhc/YUIlyAIQhJpEyoUj6tfEOESBEFIIm1CheJx9QsiXIIgCEmkyhvAZlGAeFz9hQiXIAhCEqluDJDvceCyW8Tj6idSXsclCIIwlKjy+inIdBIKaxqljqtfEI9LEAQhiVR5AxR4HLidVnzSq7BfEOESBEFIItVeI1Tocdikc0Y/IcIlCIKQAHVNLWitu93PXOPyOG3icfUTIlyCIAjdUNHg56hfvM6bm8u73M8fDNHgDxqhQodV1rj6CREuQRCEbth6uAF/MMzuKl+X+5k1XAWZTjwOm2QV9hMiXIIgCN2wq9ILQH1TS5f7VTUawmWGCqWOq38Q4RIEQeiG3aZwNXctXK0elwOP0yoeVz+RcuFSSj2glCpXSnWYcqyUukUppZVShamwTRAEAYiGCOubuhYiU7jyPQ7cDvG4+ouUCxfwEHBG+41KqXHAqcDegTZIEAQhlt1ViXlcZmf4Ao8Dj8NKIBQmEAz3u33DjZQLl9b6XaA6zkO/A74NdJ9/KgiC0E+Ewpq9UY+r+1ChzaLIdtnxOI3GRE2SEp90Ui5c8VBKnQcc0FqvSWDf65VSy5VSyysqKgbAOkEQhhNldU0EQobXVN/cfagwz+PAYlF4nFZAZnL1B2knXEopN3Ar8KNE9tda36u1XqS1XlRUVNS/xgmCMOzYXWl4W8U5ru6zCiPtngDcDsPjku4ZySfthAuYDEwE1iildgNjgZVKqVEptUoQhGGJub41d2xuQlmF+RHhavW4JFSYbNJOuLTW67TWI7TWJVrrEmA/sEBrfSjFpgmCMAzZXenFabMwdWQmjf4g4XDny+5VjUZneABPxOPyiceVdFIuXEqpx4FlwHSl1H6l1HWptkkQBMFkd5WXkgIPORl2tIbGLtasYkOFZnKGeFzJJ+XzuLTWV3TzeMkAmSIIgtCB3VU+Jhd5yHbZASOz0Pw5lkAwTENzMBoqdDsioULxuJJOyj0uQRCEdMVMhS8p8JCdYdznd1aEXONrLT6GWI+rf4XrkY/2cPO/uk3AHlKIcAmCMCz4365qbv/v5h4dc7DWSIUvKYzxuDpJ0DD7FLYPFfr6uXvGRzuqWLm3pl/PkW6IcAmCMCz4z7oy7nl3R5fJFe3ZEyk8Njyu1lBhPKq8ka4ZkeSMDHvv67jK65sTmv0FsKfay/h8d4/PMZgR4RIEIWU8t/oAZ/z+XVpC/d8WyRgECb6WxD2gXZFU+JJCd4zHFV+IYvsUAlgtigy7tcdrXIfqmjn29jd5d1tlt/tqrdlT5WNCgQiXIAjCgLByTw2bDzWwdn9tv5+rLuIpNXbT/SKWPZVeXHYLI7NcMWtciYUKwajl6mlWYXlDM8Gw5kBNU7f71vpaaGgOisclCILQFU+v3M9zqw8k5bkqIk1p399WFffx9Qfq2F7emJRzRYXL33URcSxmKrzFosiMrFl1tsZV7Q1gtShyMlozDj1OW4/ruMypyYnYaRZHTyjw9Ogcgx0RLkEQesSDH+zm4Q93J+W5KhoiwrW9Y5/RcFjzxb8v51tPJidjzhSuhh54XLsqvdEwnM1qIdNp6zSrsMobIM9t9Ck0cTtsPfa4zGSOxgSSOvZWm2tw4nEJgiB0Sn1zC7W+xL2WrjCFa9Xe2qinYbJ6fy1ldc2s2VdLXRLO1+pxJSZcobBmX3UTJYWt3ky2y9ZFVqG/TZgQwOPo+RqXmcyRyHFm8sg4CRUKgiB0Tn1TS7Rmqa9UNgaYMSqLYFjzv11tw4Uvrze6vIU1LNvZfaJCd5jClaiQRFPhY8Jw2Rn2Tte4YvsUmridPfe4zOGTiazF7anyMSrbhSuSwThcEOESBCFhtNbUNwepa2rpUVp5PHyBII3+IKfPGoXTZmmzzqW15r/ryzhuSgEeh5X3t/dNuJpbQtGBjomGCs31ozbC5bJ3ucaVn9lWuDKd1h6vcZnC2lVrKZO91V7GD7MwIYhwCYLQA7yBEKGwJqy7nwbcHZUNhtc2Ni+Doybm80GMOG04WM++6ibOnVvMMZMKeD+B1PCuiPWSEg0V7o6E4SbGhgozul7jah8qdDts/R4qnDDMwoQgwiUIQjteXn+IM37/LsE4tVWxAlDTx3WnisZmAIqynBw3pZAthxsob2iO2mBRcGrpSJZMLWR3lY99kUSE3lAXK1yJelyRVPgRWc7ots48rpZQmLqmFgo8zjbbPY6ep8NHPa5u7PQFgpQ3+IddDReIcAmC0I5V+4zaqro4azmxF+2+rnOZiRlFWU6WTCkE4MPtRrjwv+vLOHpiAQWZTpZONR7rS7iwrhce156YVHiTzta4aszi48yOa1y+HnbOMIWuOzvNjMLxwywVHkS4BEFoh1lIWxtPuGLCZLV9Fa7IeYoynZSOzibPbee9bZVsO9zAjgovZ84xZsdOLspkVLarT+HCWOFq6EQQtNb4AkEO1TWz5VAD28ob26xvgZFV2BBnJleVt2PxMUCm00ZLSEfX1xLB9Li6axVlZhQOx1BhyseaKKUeAM4ByrXWsyPbbgPOB8JAOfA5rfXB1FkpCMMHs3VRvJT3NqFCbx9DhQ1+lDJaJFksimOnFPLB9spo6Ov0WYZwKaVYMrWQ1zcdJhTWWGM8oEQxhcuiOg/B3fjoSl7e0HZe7flHFLf5PTtmJlfsaJP27Z5MYkebOGxtH+uMRLMK95rCJaHClPAQcEa7bXdoredqrecBLwI/GmijBGG4UhXpZlHX1NGjSnaosMDjwGY1LkNLphRyqL6Zvy/bzcIJeYzMdkX3XTq1kFpfCxsO1vXqXKbgjsp2dZr0sO5AHUeMy+WXF87h7s/M59HrjubLJ05ps0/sTK5YOvO4zCnIPWm0G/W4uilA3lPtJSfDTq47MUEcSqTc49Jav6uUKmm3rT7mVw/Qt7xbQRASxrwIx1vjit3W1yLkigY/hZmtyQzmOldlY4Abjp/cZt9jJxuPvbetkrljc3t8rrpIiLM4N6PTUGFdUwunzxrFZ44e3+nztJnJldf2b4HWzvAmbqfhcfl6kKBhrokFQmH8wRBOW/wareHYXNckHTyuuCilfqGU2gdcSRcel1LqeqXUcqXU8oqKjm1jBEHoGdE1rrihQuOimu2y9d3javRTFJOxNy7fHW0Wa4YJTYqynMwYldXrda66phYynTZy3fa4IbhgKEyjP9imz2A8OpvJVVbbhMtuIc/d9vjoMMkepMTHJmV05XXtrfYNu+a6JmkrXFrrW7XW44DHgK92sd+9WutFWutFRUVFA2egIAxBfIEgTZGxH3GFq7kFj8NKYZazz8JV2dBWuAA+feQ4zp4zOm4Lo6VTC1mxp4amHqaXgyFc2S4bmU5b3Gw9c1SJ6VF1RmczuQ7WNVGcm4FSbdffoqHCHgyT9AVC0XW8zgQvGApzoKZJPK405h/Axak2QhCGA6a3BfFDhfVNLWRn2MlzO/qUnKG1NjyudqG1r5w4hT9duSDuMUumFhEIhfnf7uoen68uYnemK75wmX9rdx5XlssQovbdNw7WNjMmN6PD/tHkjB6scTX6g9HXpbMuHwdrjdEnE/KHXyo8pKlwKaWmxvx6HtCzeduCIPQKMzsO4qe71ze3kJNhJ89t75PHVd8cJBAMd/C4uuKoknzsVsXHO+OPQOnyfE2G3ZnO+KHCRIWrs1DhwdominM6CpcZKky0lstIyQ8xMtt4XToTPLMd1XBs9wRpkJyhlHocOAEoVErtB34MnKWUmo6RDr8HuCF1FgrC8MEcP2+1qE7ruLJdRibb+gP1HR5PlNji40TJcFgZkeXiUH1zj89X19TChAI3WS5b3KSHnnpcsfVs/mCI8gY/xXE8Lo/TTIdPLFToD4YJhTVFWS6grtMi5D3VwzcVHtJAuLTWV8TZfP+AGyIIQjRUOD7fHXeNq66pheJcV589rqhwZSYuXGDUScV6hYlieooeR6uQ9Ea4bFYLHoe1jcd1uM74W4pzXR32b13jSszjMvczPa7Oarn2Vnlx2IzJzMORtAwVCoKQGsxU+EmFnritjeqbW8h22cnzOPAHw71KlIDWycc98big98JVZ4YKI6G+9oKQqHBBx7ZPB2qbAOJ6XBl2c40rsdfJ9MzMGrbOBM9srmvpRTH2UECESxCEKNXeAC67hVE5rk5Cha3JGdD7IuTKXoQKwSjwjU0gSYSWUBhfIBRZ44okV/jb/m2mEGUnIlztGu0e7EK4LBaF25H4aBNzTSvqcXVy3N7q4VvDBSJcgiDEUNnop8DjJM/toNYXaNOTLxzWNPiDZLts0Xql3gpXRaMfu1Ul5OHE0huPqy5GlMw1qngel9NmSWggY/vRJqZwjc6JH7bz9GCYpOlhjYiEAOMJl9Y6UsM1PDMKQYRLEIQYqr0BCjId5LrthHXbYYaNgSBaGwJgthnqbfcMs2tG+7qn7sjPdNDUEupRiDI2DGh6XO0Fwcw6TIQOHlddM4WZjk5Fz+OwJr7GFfm7sjNsZNjjH1fR6McXCInHJQiCAEZyRr7HEb2I18UIU2w4ra+hwoo4xceJYPYCNLMfE6GNcLniC1ddT4Qro2OoMF6Y0MTtSHy0iSlUboctUnPWUaDN5rrDNRUeRLgEQYih2hugwOOM61G1tnuyx4QKe+9x9TSjECA/MqixJ+HCNqFCZ/wCYrNAORGyXR1DhfFquEw8TmvC6fCmcGU6O+/ysXsYjzMxEeEaLmgNVTsgnPhcIKFnPPbxHi7+y4epNqPXaK2NNa5IqBDads9oFQBbq7D1IsMPjLW03nhc+VGPK/Hz1sfxuNqH4HrqcTU0txAOa7TW3Xpcnh4Mk2z1uKwRwet43KG6zpNBhgsiXMOBg6vg7+fBHxfAk9dCS1OqLRqSfLyzmhV7aqhsTDyM1V/c/K81/Omt7T06xhcI4Q+GKYgJFdbGjDYxw2PZLjsOm1HP1BuPKxTWVHkDfQoVVvcgszBWuDLsVmMmV1+Ey2Ws/3kDQeqbgngDobg1XCYeR3zPKR7mGpenC4+r2ms0DE4kkWSokvICZKEfqd4Fb94G658CdwHMvwpWPQb1B+GKx8FTmGoLhxSH6oyODlsPN7QZ1zHQNPqDPL1qP1rDrOJsTpg+IqHjzDTzfI+DXFO44qxxmRf43EjmYU+p8QUIhXWvXqP8zJ6vrcWucSml8DhtcUOFiXtcke4ZzcHoGmDXa1zWhMeaeP1BrBaF02Yh02njYG3HLiHVXj95np5lYw41xOMaqlTtgL8ugS3/hU99C25aDef/CS57GA6thb+dApU9uyMXuuZgJISz9VBDSu1Yu78WrSHLaePmf63hcIItksyEh8JMZ3S9JzZUGO2gHinizfP0rntGb9o9mWQ5bditqkehwrqmFjLsVhw2S/Q5Yj2ZUFjT0BzswRpXa4f4rmq4TDxOW8JZhb5ACI/DGhXYeL0Kq30t5A/D4ZGxiHANRUJBePp6sNjgy8vgpB+AK9t4rPR8uOZF8DfA/adA3YHU2jpECId1VCC2HG5MqS2r99UC8OC1R+ILhPjGE6sJhbufxRrrcbnsVjLs1jYeVX1TC0q19uvLczt6FSrsi3AppchzO3oUKjQSL1qDS5kuW5s6robmxLtmQNvRJmXR9aYuQoVOw+PSuvv/QaM/GG3Mm9mJ4FV7/dG1vuGKCBcYF/EhkLSw8WC9Ea56/3dwYDmcfSfklXTccdyRcO1/obkePv7rgNs5FKn0+mkJGRemrYdT63Gt2lvLxEIPi0ry+en5s1i2syqh9S4zU68gEo7LddvbhgqbjbUVs81Qb0OF5hpgb7IKwRDWnnpcsaLUfu2oJ+2eILZDfJADtc04rBYKPZ3/LW6HjWBY4w92f43xBdoKV7yxJjXeFvJEuIY5vmq490R4945UW9JnvvzYCv7x7HPwzu0w+2KYc0nnOxdNM7yvFQ8bwi30ibLIWkRxjouthxoSurvuD7TWrN5Xy7xxuQBcunAsF8wr5vevb+WTbuZYVUZChQWRi3BOhr1N2ydjGGPrxd1otDuwHhcYwlrdgzqu+qa2k40zXXYa+iJc5hpXJFQ4OtfVZc9As7FvIutcjf5QdH+P04Y/GKYl1Fbwqr1+Rrt6PwttKCDClZEHYxfB27+Ejc+n2po+4fM2ctm+n4NnBJz1m+4PWPxV8NfBqkf737ghTlkkMeP46SNo8Aejvw80B+uaqWjwR4VLKcXPL5zDqGwXP39pU5eCWt0YwO2wkhG5cOZk2NuucTW1XQfKdTuob25JKAwZS0WDP5Lu3bvcsHyPs8d1XLGilOW00djcMc2/5x5XS7c1XABuZ+Id4n3tQoXtj2veu5JH1Q/5f6vOHNaf25QLl1LqAaVUuVJqfcy2O5RSm5VSa5VSzyilcvvRADjn9zBmETzzJTi0rt9O1Z9orbkx9Bhjg3vhgj+BO7/7g8YuhPGL4aM/Q7h3Xb4FA3Ot4/hpRQBsSVGCxuq9tQDMH58b3ZbptPG1k6eyZl8tb24u7/TYKm+gzdpJrtvetnNGcwvZrlaxyXPb0Tr+pOSuqGj09ynrsqAXocLsdqHC2IJgs5g4UeGKncnVXQ2XeT5I1OMK4na0Fa5Gf9CIDL10M84HT2aCOkxNTik89xX473eNNe1hRsqFC3gIOKPdtteA2VrrucBW4Hv9aoHdBZc/Bq4cePwz4K3s19P1By17PuIay8s8Gj4NPenExA9c/BWo3QubX+w/44YBh+qMtY5jJhk3DFtStM61am8NDpuFGaOy22y/ZOFYxue7+e1rWzv1uqq8AQpiBCU3w9G2jqudAPS27VNv2z2Z5HscNEQmKCdC+z6ERiuljqHC2ASOrjBnctX4Ahyqb2ZMF4kZYKTDQ+ed3mPxBUJkOltDhQDBA+vg7kWw/AGqZn6Wk/x3surkf8AxX4aP/wKPXmgI2zAi5cKltX4XqG637VWttflf/ggY2++GZI0yxMtbDv/6LAR7PyRvwAkGsL74DcrI51eBT/es8en0syBvInx4d//ZNww4WNfMqBwXuW4Ho7JdKUuJX72vltnF2dHUbxO71cJNJ09lw8F6XtlwKO6xVY3+aIEvdEzOaGhuu1ZkdtfoaYJGb9s9mZheYSKCGYp0tI+12xNJzjA73/c0VAiQ5bKzrbyBsIbR3XhcnqjH1b1wef3BaGgx02XDTpARb9xkZAh/6V02zPsB9XjIy3LDGb+CC/4Cez+G+04Ef2qzWQeSlAtXAnwe+O+AnGnMQjjvbtjzAbzSv05eUvnwD1grN/PDlmvxktGz9RWL1bhz2/8/2Pe//rNxiHOorik61mLaqKyEPK5Hlu1mR0XyLjYtoTDrDtQxb1xe3McvmFfMpCIPv3ttW5txJSZGn8JW4cpx2/EHwzS3GCGu+g7JGREB8fYsVNjbdk8m0Ua7CaTERxsDu9qucUHr7Ku6phbsVhUd+pgI2Rm2aDi4u1Bh6xTk7kOF3kAwGiLMdFr5qu1Z3DWb4dw/wKg50aSUaEh33meMDOEjvwjOzITtH+yktXAppW4FgsBjXexzvVJquVJqeUVFRd9POvdSOPZr8MnfjC4T6U7ldnjnDuonn8ub4QUACRecRpn3GSNMuuxP/WDg8OBgbXNUuKaPzGRbeWOXSQuN/iA/fG4DD32wO2k2bC5rwB8Mt1nfisVmtfCNU6ax5XADL64ra/OY1troDJ8Z43FltDbaNT2X2HBab0KFgWCYGl9Lz4Xr8AZ47cfwhyM46eWTecJxGwWvfx3evh3q9nd6WDxvqn2HeDN5oycjVrJddiojwtldqNDjNLMKu/a4gqEwzS3haGgxv2EzX7Y+x/7x58P0MwGj3RPQto5r7EI49qsJ2z4USFvhUkpdA5wDXKm7SIXSWt+rtV6ktV5UVFSUnJOf/BOY+Cl48ZtGn790JRyGF74Odhe7j/xhdPOhngqXMxMWfg42PQ8Nh5Nr4zAgFCk+NkNG00ZmEQiG2VPl7fSYAzVGMsemsvqk2bF6Xw1ANKMwHufMGc30kVn8/rWtBGPSrBv9QQKhcJt6pJyY7hkNzR09l1xPz4dJmt05EhKuoB/+dx/85Tj4y7Hw4R+hYCr+4qOwECa77ENDuP5yXKcZwfVxioujSQ+RGqn2a3eJELv/6O6yCh2JZRX6Ip5tptMGwQBj3r6ZGrJYPv3b0X1qvAGsFtXm/zAcSUvhUkqdAXwHOE9r7RtwA6w2uORByBwB/7wavFUDbkJCrPo77HkfTr2NOmtrFmGvUrGPuAJ0GDa/kEQDhwdVjX6CYU2x6XGNygK6LkQ+UGu8rTcfaogbtusNq/bVUpjpYGxe5xdSi0XxzVOnsrPSy+ubWjMMY7tmmMSuYUVHmrRLK7dZVI9qucwari6zCsMhWP04/HER/OcWsDnhzDvg5i1w1ZO0nH8PlwV+zD+XvAxfWwH5E+FfV8ML34BA28tF1ONyd/S4Gtp5XD3BzK7Mddu7Tes3Pa7upiDHzuLivd/gqNzI91quo1q3Tjqu8gbIc9u7rBsbDqRcuJRSjwPLgOlKqf1KqeuAu4Es4DWl1Gql1MC3d/AUwmV/h8Zyo6N6MlJOzdEidQeMn/vCttfgpVsMz3D+1W3i54d7I1xFM6BwGmx4tm92DUMORl7vUZE77ykjMlEKthzqfP1qf8TjavQHoz/3FaPwOK/bkNfJM0eS5bTxztYY4WrXNQOI6RDfEtMZvvUirZSKJHAk7nF1WXwc9MO6J40em8/eYJR0XP0MfOENOPp6yDQiKrluB0pFOn0UTIbPvwrH3gQrHjSSFGJCh/FChVnt6qN6JVyR/bur4QLIsFtRyqjR6grzMzyqeQe8dyfhOZ/mjfDCNp5aTbuSheFKyrvDa62viLP5/gE3JB5jFsA5v4PnvgyPXw6XPtTzBdDmOtjxFmx/Hba/AQ0Hje2OTCiYAkXTYc5lMOVko6YsEXa+A/+8CkbMhMseAYsl+ubOdtl6HioE49ylF8B7v4HGiuhFQugecz6SucbldtgYn+/u2uOKEatNh+r7PM22ztfCzgovFy/oPgHXbrWweHIB726tRGuNUoqqxrZdM6DV46rztUQv9u1DarluR8fkDK07fS9HRT47Zl2oYiusfBhW/wOaqo3PxaUPwczzwdLx3tpqMfoVRmu5bA447TaYdAL8+3Pw2GXw+ZfBld31Gldzq3BNKvLQE8xQXSIzsZRSeBy2hDwuRZgFa38GrhwsZ96Oc9XHbdLoq72B6NricCblwpX2zL8SQgF46WZ46Cz4zL+M1Pnu8FUbyQ4f3wOBBnDmwKTjub+shKNL8pjtPAyVWw0xW/tPGDELjvs6zL4IrF3c/e39CB6/wkhhv/pZyMg1ThdZ+J08IjM6XqPHzLoA3v0/I1y46PO9e45hiDl6whQuMNa5usos3F/bxMhsJ+UNfjaV1XP6rATeU12wen8t0PX6ViyfmlbEqxsPs7PSy+SizA59CoHWYZFNgWhSRnvPJM9tp8HbCLs/gN3vG6Hrff+DcBDsbrBnGF8Z+eApZG61jV84goz8z2NQv9/wjnxVRrr3jLONtdaJJ8QVrFjyPY4O3TPqij/F4yN+xJf2fwf15LVwxT/jC5czCaHCyOvRXWKGidsRfyhkLN5AkEut75BbtRLO/zO48zv0Vaz2BZg6YvhkD3aGCFciLLoWsscYd3N/OxWu/DeMmBF/38YKo3GtKVilF8DRX4KxR+HXitt+8DKXjR3L/11whLF/MADrn4QP/gDPXA9v/BTmXGoI2Ki5rXeu9WWw823477cN4fzsc+ApiJ7WvJubXJTJaxt7mWAxotS4293wrAhXDzhU34zTZmkTwpk+Mos3N5fjD4Zw2jqmWR+oaWLKiEw8DltSEjRW761FKZg7Nieh/T811fCo39taweSizKj3Evs3eBxWbBZFra+FnAyzSDfmAq81p4bf59KKP8FDtYCCUbNhwTXg8BgDS1t8EPBCUw00HmZsbRmTrD5U9TjIGQvFC4yow+yLjTXlBInXaPedbRXcvq2Y2fO/z5JNt8F/v0Wd5Ys4rBacMXVtsckZ4bCmobk3a1zG/t3VcJkYI0q69rgC9RV8z/Y4jaOOJnPeZ1qPk1BhB0S4EmXaaXDtf+Afl8G9J8CExTDhOChZYqSSb33FmH2172NAG4J1/HdgZGn0KXyRD9qeqpgFZJvDSEefezlsf80QvA//CB/8HvInG30UD6yAqkh37/zJcM3zkDWyjXlefxCloKTATV1TC02BULTnXMKY4cL3f2t0D5FBkwlxsNao4YpdW5o2KotQWLOzwsvM0dkdjtlf08TJM0aQm+Fg3YG6Ptuwdn8tU4oyyUow22x8gZsJBW7e21bJ546bSFVjoMNUXaVUtF9hNDnDXOOq2w8v3cz15S+zUU0m7/I/w4Rjjd6fXfDp377D5CIP91y9qHd/aIQCj4Nt5W3XEM0bgHsal7LkuK/DB39g7ugMsjNOavO/8cS0UmoMBAlrepylF13jSli4rN2ucU1c9WsyaaLshF+RGbE31uMKhzU1PhEuEOHqGcXzjIXiD+8ywiJv3tb28dFHGGI1+yLjLrId5huwjXCZWCww7XTjy1tlpKZveNoIJY5dZIRQSpbCqDlG0XA7vP4QHoctmiBwqL6ZiYWdx+1DYc3/dlWzeHJB2wdKzzfWuTa/aJxT6JaySNeMWKaPbM0sbC9czS0hKhv9jMnLQAEvrSujobklYdGJx4HaJib0cJ3sU1OLeGrlfgLBMFWdzHjKcdujyRkWFSmmXfkIvPxd0GFeH/91vrrjaDZNP6vbpJBQWLO3ysfJMxL3rDojXqhw40FDuD7eVU3TVT8ko3oXZ276M8sycoFTovvZrRZcdguN/tYJxj31uMbnu7EomBHJIO0OtyP+UMgoez5kwt5n+EvoXC4cPSu6OVa46ppaCGtEuBDh6jm54+CsyAgUbxXs/dAIg0w+yQh9dIHZZPNQfTPNLaE2d7dt8BQY4clF1yZsljHHxxpdZzlU17VwPbliH995ah2vfONT0fRtwBDG/ElGuFCEKyEO1TVz9MS2TY0nFnqwWVTcZrvm1NwxuRnRC+aWQw0sKkmgMXInVDb6Oy087oylUwt55KM9rNxbY3TNyOx4QczNMBrt1jcZCRqW934Db/3cyGY9749sXxuieetmY3Kv00ZzS4hb/r2G65ZMZP74tt5XWV0TgVCYki7el4lS4HFQ4wsQCmuskdTwTWX1jMnN4EBtE8t2VXPShfewe/smbm3+LRw+p030I9Npp6E5GNOnsGfCNXtMDqt+eFqbNPuuyHbZ2VfdSWWPvwFe/CYNrtHcVXshVzlbrwsep5WKSOJMvHDucCXl6fCDGk8BzDwXFny2W9EC2txxdfom7iWN/iAeh42RkWyt7rpnvLi2LP5+Zrhw17vpW7+WRoTCmkP1HT0uh83CpCJP3MzCAxHhGpuXwcxiwxvryzpXMBSmyhugKCuxRAGTxZMLsFoU726toLKxbbsnk1y30Wi3vqmF79keNURr7qfhqqchr4Q8d9si5Pvf38WLa8t4aW1Zh+cyIw099Qzjke9xoHVrn8TKRj/lDX4+c/R4MuxW3t5SAQ43P/X8gGZLBjz+6Tbv5yyXsXZU34s+hSaJihbAxEI3u6u8HbupBP3wxJVQuY1XJ99KE65owTIYs8PMNHnzNRbhEuEaUGIXWeOGC/uALxDC7bRGL6BdFSHXeAN8uMP4EMftelB6PugQbHkpqTYORSob/YTCOu4i/fRR2Wwq6yhcZt3WmLwMinNcZLtsbOpDU94qbwCtez6YMctlZ8H4XN7bVkm1198mFd4kN8NOvbeZi/bfzuXB542eeBf8NZr5Gs089LVQ3tDMnyOTljfH+Xt2VRqdRLqKBCRKXrtGu6bwzx+Xy3FTCnhrSzlaa3YFcnhw7C+MjjAxzbPNEFxvGuwCRgr/J/cbdWe7P4DqndDS+WduclEm/mC4TRkE4RA8fT3segfO/xOb3QvJsFujHqRhpzUaKjSLxCUdXkKFA0pskfCeJHtc3ojHlem0keW0delxvbrxUPTOL+5AvtFHQF6JES5c8Nmk2jnUMMN+o7M7ejulo7N5Yc1B6nwtbe7OD9Q0YbUoRmUbCR0zR2f3yeOKFvX2ouP6p6YW8dvXt2JRqk2fQpO8DMX3m+5kqVrGM1mf4cKz7mhToxXbr/Cxj/fiD4Y5emI+m8rqozViJnuqvDhtFkb20DOMhymyVY0BpoxoFa6Zo7M5fvoIXt9Uzs5KL3VNLdTlz4WFf4KnvwAvfRPO/aMhXDGhwoS8p6odsP5p2PAMlG/o+LjVaZSULPo8jDu6zes0JZLCvr2iwajZ09rIEN74LJz2c5h3BY0710W7bJh4HLZovZl4XK2IcA0gbT2uzvvY9eq5A0FGRC4II3NcXdZy/WfdIcbmZXCwtomaeMJlhguX3W2EVzwFHfcRAKKv8+g49TylkTDgxrL6NkkwB2qbGJXtwmY1Ah4zR2fzr+X7CId1r1r5mMI1IrvnwrV0WhF3vraVkNYdQ4VBP5/Z/UMmq2Xc47yGVSOu4cJ2CRhmqPDjndX885O9fO7YiYzNy+DjXRupaPRH35MAu6t8TChwJ6VdkXnxNm+8Nh6sZ1S2izyPgxMiwzzf2lxuDL/MsBvNsyu3wLt3gLeKQseNbK+zJOZx1e2HN26DtU8Yv487Bs74tZFpHPRDQxk0HDKyf9f8M1KXWQrzrzaSrQomtwrX4QZOyqsymngvv9+o3Tz2a4C5Tt32kpzpstHUEiIU1tG/VYRLhGtAMYuER2W7kh8q9IdwF1ijz1/WicdV52vhg+2VXLdkIv9esZ/qztr1zL7YSMnf9HyPkkSGG2YniHitf0pHdyJcNU2MieknOHN0Fr5AiD3Vvl6F0cobDBt643HNGZMTTXlvk5zR0gT/vJrJ1e/wo5Zr+GfwTM6PM2jRDBXe8+4Oslx2bjp5SjQ8urmsoa1wVXqTEiaE1kJpM2FhU1lD9EZhXL6byUUeXlxbhtYxonTireAZAS9/l+87NvMN9S3qmoqwWhSeeKUjzfXw/u+MCeFaGyJz1JcgZ0zb/UbMNL7P+wyc8lNY/xQsf8AYjfTK9yB/ErlTTuGXGQc4/f2V8FZk/W/Rdcb+Ebwx049NMmNGsFR7A7gd1s6TuoYRIlwDiFmAOHN0FruTLFyxc3xG5bjYvi3+FOdXNx4iGNacNWc0r2863PkspVFzoGCq8SEU4eqUstomnDZLtD1SLEVZToqynNE0bZMDtU1tshDNdPlNZfXdX9jDIWNiwfbXDU8gZywFBx0stgQpsh0N9CzxwWpRLJlSyEvrysg317gCXnjiM7DzHVYd8RP+/vE0IBy31sn8u1tCmptOnkqu2xFNEd9UVs+nIt5POKzZU+3jxCSkwkNriLLaG6C5JcSOikZOKW197hOmj+D+93cBMRmDShk9D4umkfPYVdwT+javHvx/THMVE/UBw2EjU3jtv4xQub/OaMl28g8hd3z3hjkzYeE1xlf1Ttj2ulGfufIRLtEh1qp5FJz7XZh2RocOPF5/6/Rjk9hiaSk+bkWEawAxi4Snj8rm/e2VBEPhaLio788dit6tjcp2UdHoj/v8/11/iDG5GcwdmxO3FiaKUobX9c6vjTBIuw/ZPz7ey/RRWSyc0HXB6VCnrL6Z4tyMTmuYSkdnszFm/aolFKasrq3HNW1kFhZlXOjPmjM6/okOrjYK03e8afTzQ4GnCLwVnILmFAfwhztgxjnGRbPkU922TTI5fnoRL60rM/oHHloPT11ntCO74M/UZpwCH38CxE8Zt1stZLlsFHgcXH3MBMBInBiV7WqToFFW30wgGE5KRiEYWZtZLhvV3gDbyxsJhjWlo1u7hpwwvSgqXB3CgJNO4JE5D3HSqpu4bO/PuAzgjlth5GxjHat+P9g9Rsbw0V8yepb2hvxJhlAefT0E/fz8uXU8t76a1QtOjft+8QaCHRIvPDENgatEuKKIcA0gZpFwSYGblpCmrK6Zcfl9/yBrrSMel3G3NjLHRSisqWwMtEnTrmtq4b1tFVyzuASljEale7tKEpl9Ebxzu3HnecwN0c2hsOYnL2zgvCOKRbgi61WdUVqczYfv7SQQDOOwWThU10xY02b0iMtuZVJRZvwEjWDA6B/53m/BlW3cqU85xagbdOdDMMAPH3mZ5vKd3DH3EKx53Chcz5toCNj8z3a7RnnR/DEUZzuZvusReP3HRveLq56CySeRu7cmul9sZ/hYfn7BbCYXZeKIaas0Y3RWm79nj5lRWJCcUCEYtVxV3kD0xmDm6NZ6xKMm5pNht9LUEoq7fhXMKeFs/y+5fGwVY5q28aVpjXBonVHrdcpPYMZZRtuqZGFzUjKygLpPDlPlDcQd6+L1BxmX1/Z6kBnT5UO6ZrQiwjWA+AJB3A4rEyIf3j1VvqQIV1NLCK3BHXmTmxlu7euL3th0mJaQ5qy5xl19vsfB6n21nT9x0XQYOccIF8YI18HaJgLBcLdNQ4cDh+qaOaZ995EYSkdn0xLSbCtvYFZxTrSGa0xu2//7zNHZrNxT0/bgg6vh2S8bGWxHXAFn/KpjSyWbg03NhdjyiuDMxcZFd9MLsOIheP0n8NavjBuQI78AYxZ27Nre0oxt7zKW/O9uI/w47Uw4/+5ou6/cGA+gs8y78+eN6bBt5uhsPtheGRVsMzQ+IUlrXGB2z/Cz8WA9GfbWzxWA02bluCkFvL6pPK5wZblsBLDzlm8iJQWz+dL5RyfNrs6YbCZolDd2Ilyh6PRjk9hpzdXeAFOKpMEupIFwKaUewJh0XK61nh3ZdinwE2AmcJTWennqLEwejX5jHcoMl+yp9rKEvvcDNNPszQXmUTHdMxjXut9/1pUxOsfFvLG5gBHSqfEFOqQtt2H2hfDGz6B2bzTGvzNy99w4zIUrFNYcbvB3OZMpmll4sN4QrpgarlhmjMoyUufNTuUr/24MRvQUwRX/hOlndHqOikY/R0T+p9hdRgbd3EuhfLORvbbmcePLmW3MXCuabhTM718Oez6AYLPRyf3sO42EgZj3Qm7MRb8n/fxmjMqiJaTZUdHIzNHZ7K7y4rBZ4pYN9JZ8j5P9NT6CoXpmjM5qU/8EcNqsUbyztYIRcerbTE+mrLa59bXrZ6bECNcxkzre7HjjZBV6YqYnV3sD0fq14U46FCA/BLT/VK4HLgLeHXBr+pFokXC2C4fNwt4kJWiY2Yrmm97snmHOiQJoaG7h3a2VnDl7dDQdOd/toCWkuxagWRcZ3zc8E920s8JobjrchauiwSg+bt81I5aSAg8ZdisbIgkaZvHx6HbHmBmI6/bVGmHB579mzJf6ykddipbWmvJ6f/zi4xEz4OzfwM2b4by7jY4X9gzDs3rn11C3z2jr9Zl/w7e2G15ZuxuY2HWtnrRFMhNONh8y/u7dlV4m5CcnFd7EDBVuKquP28j40oVjeedbJ1IQx7sxhSsY1r3qmtEbRme7cDus7KjoOGBUa23UYnaSnFHZGMAXCEmoMELKPS6t9btKqZJ22zYB3TbtHGw0RtJdLRbFuLwMdieplssUEDM5o8DjwG5VHKr3R/d5dvVBAqEw5x7Ruvgf7T7g7aLBa/5EI8S0/ikjHZjWDghmYWQ6UdHg5x8f7+WrJ03pcAeebA5GbgyKu5jJZLUoZozOiq7DHKj1MSLL2SGlef74XPIyrOx+/Bss0S/C7Evggr8Y0wO6wBsI0dQS6rprhjMLFlwNXN26raXZ8M66wWpRZLlsNDQHe+RxTSz04LBa2FTWwIXzYXeVt00oLxnkZzqiNWylcYRLKdVp9/bMmPW6gRIui0UxqcjD9vKOwuUPhglr4tZxAeyrMW5yRbgM0sHjGjb4YlLWJxR4klbLZTbvNe/WLBbFiCxXtHuG1prHPtrDrOLsNoMG8z3GBzZeLVd5fXNrGvfsi6FsDVQa7Xx2VqRvqPDl9WX87vWt0Tv9/qSs1pzm2/Voi9LR2Ww6aHSSOFDb1CFMCJDrtPDutH9xlX6Rv4fP4LnJP+lWtCCm+LiH7Z4SEa2obZG1rew4dVydPr3VwtSRRsJJOKzZU+VjYmFyMgpN8mPW3+J5XF2R5WwVq4ESLoApRZnsiCNc5mfJ066Oy/xMm71NRbgMBr1wKaWuV0otV0otr6ioSLU5XeKLWXydUOBmb7UPrXU3R3WPmSQRe7c2KsdFWcQjWLGnhs2HGrjqmAltvNhou544KfF3vrqVK//2kWHfrAsBZWSrEeNxpaFwmRfyZIVhu8J8fduH/dozqziHBn+Q/TVNRvFxey8g1AJPfZ6sLU/RdNx3ean463z9n2v53Wtbu31/lEduTnrap7An5GYY75OezqyaMSqbzYcaONzQjD8YTr7HFbmIqx6MFzGJDckNqHCNyORgXXOHxCafuU7dzuNy2qzYrSqa/SvCZTDohUtrfa/WepHWelFRUVGqzeGpFfv523s74z5mJmcATMh34wuEqGzspI6qB7QmZ8QIV7aLw5FQ4aMf7SHLaeP8ecVtjmvfNieWvdU+anwtxgcmu9gYmLny7zQ1NXGgtgm7VeH1B5MivMmkIvJ6JrvAOx6H65txdFJ8HIuZoLH+QB0Ha5sZG5vyHAwYk7U3Pgen/YKMU7/HI184hksWjuUPb2zj7a1d34yZIy/6VbjcdmwW1SHjrTtmjs6iosHPiki2ZLK6ZpiYvRVLCjwdLvjdkYpQIRjNdqE1amFi3gS2L0A2ttmiN2IiXAaDXrjSjYeX7ebx/+2N+5gv0FokbN597q3u+zqXOS4l9sIyKtKvsKrRz3/WHeKiBWM6tJNp32E7FjPMGJ3Oe9w3oG4fNR8+DBh302FtpOKnE6bHlexekPE4XO+PNsrtiumRAuN3tlYQCIVbQ4VBv9GxfPOLRu+7Y78KGMW1v7xwDgUeB49/HP+9ZNIaKkxetl57cjLsZGfYe7zmbIbv/rv+EJCccSaxmL0VY+u3EiVlocKYZrux+AJt16lj8Tht1EfWk/OlMzyQBsKllHocWAZMV0rtV0pdp5S6UCm1H1gMvKSUeiW1ViZGOKzZXt4YfZPFYhYJmyGK8ZEP8e7KvnsGvujdWluPq6klxP3v7yIQCnNlpKtBLFlOGzaL6uBxaa2jY1GiwjXlZBiziNwVd2EnyJyxRpeCXiVo1O4zMuee+yo8dA78bg78dSls/o/RE64PVEY8kGQlvnTFofrmLouPTTIcRoHx65vKARibmwEBH/zzKtj6XyMNPaZODgzxumTRWN7YXB4NB8ajvMGPzaLapK0nm7PnjObKoxNod9QOM3z31uZyHFYLo7soG+gNZrbgzFE9W98CcNkt0eSdng6R7AsTCjxYLapDgkZjnHC/ifm5tqiBFdl0JuXCpbW+Qms9Wmtt11qP1Vrfr7V+JvKzU2s9Umt9eqrtTISDdU34AqFox+lYzCJh8405Ni8DpZIz3sTsgeiOCTOMjKy7PPjBbo6amM+0kR3vSpVS0VquWOqbglFPar0pXErBCd/F7TvARdb3mF1sCFdDT9e5NjwLfzkO3vgpbH0FQgEYfwy0+OCJK+DBs2DfJz17zhhaPa6BCRWO7GZ9y6R0dHZUVMe5muDv58G21+DcPxhp6HG4/MjxhMKaf6/Y3+nzVjT4Kcx0JjXNvD1nzhnNzadN7/FxBZlGr0ZfIMT4AnfSszyLc1z89LxZXNELUVVKRQVhIMXAYbMwocDNjvK2N1bRcH8noUIw1qT78/88mEi5cA0lzLuoQDBMc7sQWvsiYafNSnFOBnuT4Bl4/UHsVoXT1vqmNxMGmlpCXBXH2zLJd3fsV1hWbyQd5LntrD9Q37qONeUU9rhm8HX7c4z0WKLnToiWJqOg9t/XQOEUuGk1fGsbXPcqXHwffPkjOPu3ULUd7j8FXvi60VC2B2itqWj0Y7UoyuqaO/wPkonWmkN1zYxKcJSIuc41VpUz6fkLoWwtfPoRo46qEyYWejhmUj7//MQYeRKPigZ/r8aZDBSm11WS5DAhGOJzzbElcbtQJIIpCAPpcYGxzrW9XS2XGe5vn1UIrTe7UnzcighXEol1/+vbeV3xMv8mFLiT4nHFrp2ZmCGswkwHZ8waFe8wAPI89g4d4s0w4UkzRlLX1MK+6kghs1I87LiCYsop2f88kGCosGoH3HcSrHjQqAX7/CtGfVgsVjsceR3ctMqYT7TiIXjqC0bGXYI0+IMEgmFmRUSiyz6MfaSuqQV/MBwt9u6O0tHZzFK7ecb5Eyy+Kvjsc0YT12644qjx7K32sWxnVdzHyxv8vRpnMlCY9VXJzihMBlkuG0oZIfOBZMqITHZXemkJhaPb4l0fTEyBlcSMVkS4ksi2wzHC1dxOuOIsvk4ocCclpNXoD3aYJzQi20mW08aVR09o0/y0PfkeR4c6LnM44qmlI4HWdS6tNf+un8H+jBmM2/BnbAS7T4nf9wncfyo0HoarnoZTfxYd+x4XZ6YxEfbU24z0+39dYyQxJIAZJlw0wRgZsruy/9a5DkXWnRISLq2Zf+jfPOX4MdpiN4R7wuKEznP6rFHkuu38o5OEn7T3uCKJEyVJzihMBplOG9ku+4CH36YUZRKM1LaZtK/FjCUqXJKYEUWEK4lsK2+IxvHrmtrVacR5Y47P91DtDdDQnLhXEY94k1OdNitv3nICN508tctj89yODnVcZXXNKAWfmlaI3apYe6AWMIb2NTSH2DT9yzga9vE56ytdC9fml+Dhc40eede9ZiR4AP/bVc0lf/mQs+96j1N/+w6f+r+3+N7Ta9see9xNcOYdsOUlYzZUS1OcE7Sl0hSuEqMRbX+uc5mlBl21ewKg4TA8dilZb36PVZbZ/G7CX41WTAnislu5aP5YXt1wiKrGtgJuTMVNb4/rqIkFjMp2cWRJ+k0R8DhtKUl2MJvtxrZ+avQHsVkUjjhjjszPdn6mCJeJCFeS0FqzrbwxmprbPlQYL2so2mw3gQvsrkovX3lsJV95bGWHxxr9oWhn+FiKspzdLojnR5IzYtdQDtU1UZTpxO2wMX1UVjRBw6w9sc84g0DJifzA/hhzV9xqDB6MJRyGj+81suZGzoIvvA4Fk6MPP7/mAOsO1DEq28WUEZk4bRaeW32wY03Y0dfDeX+E7W/APz5tZOJ1gVnTNLkokzy3vV8zCw/XmV0zOhGucAjWPQl/ORZ2vwdn3oHn889w4znH9vhcVxw1jpaQ5umVB9psr2r0E9b9W8PVV8bkZvDR909mRi8y//qb02eN4oJ2tY0DweQiw/uMXVrw+Y2bz3glB2Ztl3hcraS8V+FQobzBT0NzkIXj81h/oL5DqNAXp0jYFK4dFY3MHpNDPKoa/dz1xjYe+3gvwbDGalGEw7pNeMMXJ1SYKHluB2FthDbNERaH6v3R5I45Y3L4z7pDaK2jzXUnj8gidPk/+ePPr+erB56DezfBpQ+CxQ5rn4C1/4a6vTD9LLj4fnC0XZjfdtj4e+//3JEAPPjBLn76wkYqGwMdL8ILPgtWBzxzA/zjMvjMPzudk2R6XIWZjqS21IqHGSrsEKYLtRiC9d6dULUNRs2Fi+6DETOY28tzTR1pDOx8/JO9fGHpxOjFrbzBLD7uvxquocxnepGNmAyyXHZG57hYtbc2uq3RH+r0M2wWS0tyRivicSUJc31rQWSwYufJGa1vzmkjsyjwOPjvukNxn/N/u6o54Y63efTjvXz6yHF89cQphMKa2vbPHQj1uHOASbzuGYfqmqIhsNljcqIJGrsqjdEUxbkZuJwOfh/+NP+c+UdorjXqsP50JLz/OyicalysP/1oB9EC405z6ojWuUKmgHdajH3E5XDhPcYIjn98uqOHF8HMKMxzOygpcPerx3Wovpl8j8PI5AyH4cAKeOf/4I8L4dkbwOaCSx+G69/pUWiwMy5dOJadFV62xqyjDkTXDKF/uGjBGN7YfJith41C5HjhfhNze4EIVxTxuJLEtnLjDWhOBG5fyxUv3dVutXDB/DH8fdluquOM5f7961vxOG0885VjmTIii5fWlgHGgnzsvt6+eFxxumeU1TVz7GRjTticiCe47kAdOyq8lMTU42Q6bWxyzYcbPjAEK7sY5lwCWZ1nMVY1+qnyBqIdBMBY6wMjZLowkljRgSM+DcoCz1wPj11qeF7OtrVplQ0BCjONWpcJBR6eX3MQfzDUpkyg12htzK1qroPafUw48CZfs++HJ5+AnW+BL5L1N+4YOPP/YNrpHYc29oHjpxvtzN7bVsH0SIp5rxvsCinnC0sm8dAHu7nrjW3c/ZkFxuSIToQrU9LhOyDClSS2lTeSk2FnTG4GLrulQ/cMX5wiYYBLF43l/vd38dzqA1x7XGuK+LbDDXy4o4pvnT6dKSOMC5V5Z13R4I9evIzn7vxN3x1m3Lw6khLf6A/S0ByMelzTR2VhtyrWHahjZ2Uj00a0njfTaTMKkDOL4IxfJnQ+M64/NaYgely+UYzdbX/BuZcaYvD09fDXJXDBX9tk51U0+qM1PSWFbsLamH81uaupsVpD/QGo3AqV24zvjeWGF9lUA0114K+HQCOEW/+nXzJ/2D0KppxqJJ5MOtF4LfqB0TkZTB2RybvbKvnC0knG39sgHtdgJc/j4JpjS/jLOzv4+uEGfIFQ3D6FAOPzjZvF/qiFG6yIcCWJ7YeN8JdSimyXPW5yRvsiYTB6/s0Zk8OTK/a3Ea6/L9uDw2bh8iNbRxgXRrKKKhrbtgDy+kNt2j31hLzIaBMzs9BMhTfXuJw2K9NHZbF6Xw17q3ycHlMTlum0JV6AHGGbKVwxHpfTZmV0tiuxYuw5l0D2GHjmS/DgmUb24Ym3gs1JZWPrQEWzbmhPlbetcGkNFZth13uw+13Y/QE0Vbc+7swxPMaMPOM8I2aBKxscmUaqvjMbcsZx2b8OMmN6KT+77Jge/f19YenUIh77eA/NLSFcdisVDX6yXLYOs72EwcEXlk7ioQ93c9eb2/H6g+R74gvT/PF5rPzhqdLuKQYRriSxvaKR02cZdU85GfYOoUJfZIhkPC5ZOJYfP7+BjQfrKS3Opr65hadW7ufcucVtprfGelwmobCmqSXU487dJtE1Ll9b4YrNlpszJsfo3qBhUkw9jsdp7fFok+3ljXgc1g6jQMb3pBh7wmK48QN45Vb44A9G66T5V5Fd56JoxALA6BgOsLvCC6P2ws53YNc7xnev0TOQnPEw/UwYswAKpxsj7T1F3Yb4WkJh/uf9L4vzOglr9hNLpxXywAe7+GR3NUunFlHR0MnkY2FQkO9x8NnFJdzz7g7cdmuXM8VEtNoiwtUNWms2lTVEW/bEo6rRT7U3EA3pZWfYO2QVNnbhFZ13RDG/eGkTT67Yz4+KS3lqxX58gRCfO7akzX6ZThsuu6WNcJldpXvrcWXYrThtlqjHZc6Yiq1Pmj0mh8f/tw+ASTHeS6aro0B3x7byBqaMzOqQ9jsh38Prmw4n/kTOLDjvLphxtiFgr3yfRwHv1jx4dCF5zfW879rNiLfq4Y2Ih+oZAZOOh4mfMr7ySnpku4mZzddtDVeSOXpiPg6rhfe2VbJ0ahHlDc2yvjXI+eLSifx92W68gd7ffA5HJKuwG5bvqeGsu97jw+2Vne7TPvyV7bJR36EAOdjpGzPP4+CU0hE8u/oA/mCIvy/bw/zxudEO7CZKKYqynO2EK7J21ok31x1KKaN7RrtQ4ch2HpdJrMeV6bTS2MPi6W2H22YUmowvcFPlDfR8OOW00+Fry6m7YRW3tHyJg4XHQcNhlD2DbY5S3vCcbRQyf/kjuGUrXPw3I8W+l6IF8b3SgcDtsLGoJI93IzO6DI9LUuEHMwWZTq5ebPQS7e3N53BEhKsbthwysgU/2NG9cJmZcvFChd5A/CJhk0sXjqPaG+BnL2xkV6W3g7dlUpTpjKZBQ2xhc+/v1vLcrR3iyyJp3rHrJmaCRp7b3iazKdNp61Ro1uyr7VBQXOdrobzBH1e4Wouxe5fCXq6KeDJ0PJsW3wE3vg/XPM9TJT/m1+GrjULmETOTluV3uCftnpLM0qlFbD7UQHl9syFcadw1Q0iM65dOItdtZ6w5p03olpQLl1LqAaVUuVJqfcy2fKXUa0qpbZHvKesXYzZq/WRXTaf7bD/c0GbdJl6o0OsPdpo1BLB0aiEjspw89vFeCjOdnDl7dNz9OnhccQqbe0qsx3W4ruOMKafNSmlxTptMQIBMpz3a9T6WzYfqOf9PH/BiJH3fxByeN3VkHOGKpMTv7WXRsCnmhTFtcUoKPOyvaWrTzDQZRD2uAQ4VgtGGC+CVjYfxBkJp3adQSIyCTCfLvntyl1MchLakXLiAh4Az2m37LvCG1noq8Ebk95RgegCr99fiD8Yfk7GtvLHNuo2ZVRjrcXi7SM4AsFktXLhgDGBU9HfWGLe9cEWb9/bF4/I4qPEZQltW19whcQLgD5+exx2XtO39kBlJzmg/cuNgrbFO9trGtmtWZpH21BFtBRBaB2v2tlt+vJqmCQVugmEdtSdZHK5vxmG1kOce+AXzmaOyKcx08PRKY0aXeFxDgwyHtccTpoczKRcurfW7QHW7zecDD0d+fhi4YCBtimVPlY8Mu5VAMMza/XVx99nWrhNEToadsKZNGM0bCHYbw/7s4hLOmDWKzy7u/M6rMNNJja8l6kVEO3L0xeNy21vXuOqb43oSJYWeDqMpzFY0vnZzr8yasLe3lBOM8Xa2lTfislsYk9sxJJKTYSfXbe91m6bKRsP+2NlMZkfybuvDesjh+mZGZDtTcqGxWBRLphRG2wVJVqEwHEm5cHXCSK11GUDk+4hUGKG1Zm+1L5rm/r9d7fUVan0BKtqt22RnGBf02CJkn7/7rKExuRn89eqFXQ7GMy9UVZELtTfadb73wpXncVDX1ILXH6TaG4jrccXDPGf7mVzVXsP7qW8OsjKmH9u28kamjMjsdIzEhHx3522fIgRDYX703Hq2RzqVmFQ0+LFbVZu04UTWzV5ce5D3tlV0ec72HKrvGE4dSJZObS1yllChMBxJV+FKGKXU9Uqp5Uqp5RUVPbsAdUdlYwBfIMQR43KZOiIzrnC1doKIES6XcfGMLUL2dtGLrCeYoSEzNBavB2JPMWu5NkcSUUblJLZIbHqQ7RM0qrwBbBaF3ap4Y3NruHD74Ya4YUKT8Qk0xl25t5a/L9vTYZx9ZaRrRqwXZHS4t7K7svPn/O1rW/nFS5u6PGd7Dtf7GZmC9S2TpVMLoz9LqFAYjqSrcB1WSo0GiHwv72xHrfW9WutFWutFRUXJbbdj3v1PKHBz5MR8Vu6pIdRuPScqXDEXZPOu38wsDIbCNLeE+xTOM4kWIUe6Z3Q1OTVR8iJtnzaW1QMk7HF1JlzVjQEKM50cWZLPW5uNf11DcwsH65rb9Chsz4R8NwdrmwgEO0+meD/iHa2O8eSAuMW4SqlIl/jOPa76pmA0Sy8RtNYcipPAMpCMyHYxY1QWtkhDYUEYbqSrcD0PXBP5+RrguVQYYd79j8/3cPTEfBr8QTZFLu4mH++qxuOwtlm3yc5o63GZa0B98YpM2nfPiNZx9aHtj+lxbTxorOElmi2X2Wmo0GgYfNKMEWw93Mi+ah87IrO84qXCm4wvMPoLHugimeK9SD3dugN1bW4iKhvjp4Z31yXezP58d1vn5Q5t9w/S1BJKqXCB0W1l8eSCAZ/eKwjpQMqFSyn1OLAMmK6U2q+Uug64HThVKbUNODXy+4Czp8qHUkYT2CNLjPY+n+xuDRfur/HxwpqDXHbkuDYXkGioMHJBN1PWe1skHEthnFCh02bBFmdyaqJEPa6DhignelE2kzPihQpN4QJ4a0s52w6bqfCdhwon5He9JlXX1MKafbVMLPTgC4SiIyHAeD3irQ2Oz3ezr7qp45BKoLklFPXuzKLe7ojWcKUwVAhGn7tHrjs6pTYIQqpIuXBpra/QWo/WWtu11mO11vdrrau01idrradGvndcXBoA9lb7GJ3twmmzUpybwZjcjDbrXPe+uxOl4PpPTWpzXPtQYTKKhE1cdivZLlurcCWQrdgdpse15XADWS5bwmHHzkKFNT5DuCYVZTKx0MObm8vZXt6Iw2phXBdFlmbW4t5OUuKX7agirOHGE4xpyqv31QIQDmuqvHGGUGIkngRCYZpaOpYymN6WzaJ4f3tlh7T+eEQ7i0g2nyCkjJQLVzqzp8obrS8COGpiPp/srkZrTXlDM098so+LF4xldLtkBtMTiYYK48zi6gtFWa3dM3z+UJ9quAByI/VIzS3hhNe3oFW42neIr25snS124vQRfLijijX7a5lU5OnSMxyR5cRps3SaoPHetgo8DisXzBtDrtseXeeq8QUIhXWb4mOT1kSZjh0+GiIe8dKphVR7A6w/GL/cIRbT40pF8bEgCAYiXF2wt9oX7egAcGRJPpWNAXZVern//V0EQ2FuOH5yh+OsFkWW0xbH40qOcBVmthYhN/qDfRZEl90aHUSZaEYhxKTDxwiXPxiiwR+MTms9eeYIAsEwH+2s7jIxA4gMgHR3Klzvb6/kmEkFOGwWjhibG/W4WicBdxST9t5vLOaNxVlzjC4liYQLU9nuSRAEAxGuTmj0B6lsDLTzuIzOU69vOsyjy/ZwztziaJFre2LbPkXbMiUhVAiGx2UW3PoCoaQIotmDcHQPLshOmwW7VUU9F4CaSPFxfsT7ObIkP+qZdZUKbzI+3xO3lmtftY89VT6WRFLB543LZWt5g/F/ajCLjzt6XF0KV8TuSUUeZhVn8+7W7hM0DtU3k+u2ywwsQUghIlydYPbMmxAjXJOLMsn3OPjta1vxBkLRtZZ4ZGfYo+GpaFumZIYKY9a4kjEOwQzt9SQEppTC026YZFWk+Nj0uBw2S7TuKF6PwvZMKHCzt9rXIZnivUjWn/lc88bnojWs3V8bLQ2It8ZlFoN35XFluex8aloRK/fW0NBNt/tDdf6UZxQKwnBHhKsTojVcMaFCpRRHluTR3BLmlJkjuhz8Zow2MS6CZiPaZI0tKMpy0ugP4gsE8SYhVAitmYU9WeOCjh3izdZRsfVFp88ahVJQ2sXrZTKhwE1zSzg688rk/e0VjM5xRacZzxubC8CafXWtHlcc4crJ6FgMbmJ6itkuO5+aWkQwrPlwR1WX9h2ub5YwoSCkGBGuTojWcBW0Hae9eFIBAF8+cUqXx+fEhgqT0Ag3FrNeqbIhgNefnFBhbzwu6Fy4CmLCdufPK+atm0/oNKway/hoSnzrOlcorPlgexVLphRGO2PkeRyUFLhZva+GikY/TpuFrDivQ9ehQmNbdoaNhRPy8Dis3bZ/SnW7J0EQZAJyp+yp9pHrtncYmX3F0eNZOCG/w5DH9hihwnbJGUkMFYLRPcMXCCZl7azV4+rZTKBMp61NAbIpXPmeVu9HKZWQaEFrSvyeKi9HTTRq59YfqKOuqSW6vmUyb1wuy3ZW4XHYOrR7MslydZ2cYbMoMuxGZ+7Fkwu6XOcKhsJUNvoZKf0BBSGliMfVCXurfNGC2FicNmu3ogVG+Kkumg4fwmW3YE1Sl4PY7hnJ8riKspwo1QuPy2WLruGBIVwWBbkZvRv5MSY3A4tqW8v1fqRbxnFT2grXEeNyOVzvZ92Buk67pJsZnu3no4HhcWVn2KOC96lpReyt9rG7Mn4BdEWjH61TX3wsCMMd8bg6YU+1l3njej+/MifDjjcQIhgKJ20dysS8SB+obSYQCkdT2fvCFUeNY1ZxdgcPszs8Tlub4Y9V3gB5bkevWxE5bBaKczN4dvUBDtc3k+t28Mamw5SOzu7QGWPeuFzA6Dp/aunITp8zO85EajBqu7Jcrf+XT0W6rr+7rSKuh1hmDpCUUKEgpBTxuOLQEgpzsLY5rseVKGY2W0NzJIEiSYkZAPluB0q1tkZKRrZirtvBp6b1vElxltNGQ+waV0zxcW/5zNHj8ThsvLu1kr8v282OCi9nz+04Ebq0OBtHpKC5q1EwsWHbWBqaW6IFymDM75pY6OkwANPE7JoyI4EkE0EQ+g/xuOJwoKaJUFh3SMzoCdkxayveQPezuHqCzWqhwOOIDkhMVrZib2ifDl/tDURrwnrLl0+YwpdPaE1+CQTDcSdCO21WZhZns2ZfbZcDFXMybHE7Z9Q3B6M3GCanlY7k/vd3UdfU0sH7fHXDIeaMyYk7CFMQhIFDPK44mOPj++JxRdOwm1vwJaGfYHsKM53sNT2uJGUr9oZMpw1fIBTt1F7tC0RruJJFPNEymR8JFxbFKT42yek0VNjW4wI4bdYogmHN21vaTtIpr29m5d5aTusiJCkIwsAgwhUHUxDaj6rvCa2jTYI0+kO4kyxcRVlO9tUY4z+SuX7WU8w1IjNBwxxpMlCY61xde1ydCFdzR+GaPy6Xoiwnr2w41Gb7a5uM8OHps0f10WJBEPqKCFcc9lT5cNosjOhDB/DYjg0+fzApCRSxFGU5o15OMtfPeoonZiZXKKyp6QePqytOnD6CC+YVc9TEgk73yXbZ42YVNjS3Tc4Ao1/iqaUjeXtLBc0xHeVf2XCYkgJ3l/PEBEEYGES44rCn2sf4fHefhvTFhgqTnZwBbT2MZK6f9ZTYDvG1vgBaM6AeV47bzu8vn9/lOXMy7PgCIVpCrZOVW0JhfIFQ1DOO5fRZo/AFQrwfaTNV39zCsh2VkQ4gMrhREFJNWguXUurrSqn1SqkNSqlvDNR591b52vQo7A2t4zSM5Iyke1wxWXSp9LhM4WrwB1uLj7vI8EsFOe6ORcit7Z46vnaLJxWQ5bLx6kYjXPjW5nJaQprTZsn6liCkA2krXEqp2cAXgaOAI4BzlFJT+/u8zS0h9lb7GJ/f+/UtMLwgq0UZocJA/3pcyeo63xuiU5Cbg1SZwuUeOI8rEbLjdM8w0+PjeVwOm4WTZozg9U3lBENhXt1wmKIsJ/P7UNcnCELySOd0+JnAR1prH4BS6h3gQuD/knkSrTWffeB/HKpr5nB9c5tRF31BKUVOhp3KRj8tIZ184Yr1uFKYnGGe2+sPEmkMP6ChwkSI12jXXPPKcsUvuD6tdBTPrT7IhzuqeHtLOefPH9On0LEgCMkjnYVrPfALpVQB0AScBSxvv5NS6nrgeoDx48f3+CRKKawWxeSiTBZPLmBElpPRORnR4YJ9Idtli3ZbSPY6lOlxKQUZKZwNZSY3NPiDBILGGlJBF6npqSA7TqPdrkKFACdML8Jhs3DbixvxBkKSBi8IaUTaCpfWepNS6tfAa0AjsAboUEWqtb4XuBdg0aJFuv3jifDQtUf1wdLOyc6wR4Wrv0KFbrs1pZ5AbHKGKQZ5aRYqzIkzk6urUCEY/6+lUwp5Y3M5WU4bx04ujLufIAgDT9qucQFore/XWi/QWn8KqAa2pdqmnpDtsnOwtn9qrXIy7NitKun1YT0lNh2+2hsgy2XrsmA4FURr6mK62LeONOm8N+Pps4yarRNmjEi7v0kQhjNp/WlUSo2IfB8PXAQ8nlqLeoaZhg3JT6BQSlGU6UxpuycwEhkcNguNASM5YyBruBIlNsPTxGwB1VmoEODU0pGUFLj59KJx/WugIAg9Im1DhRGeiqxxtQBf0VrXpNqgnhDbB68/UtaLspwEw72KjiYVcyZXtdff5z6F/YHLbsVps7QNFTa3oFTXnnCex8Hb3zpxIEwUBKEHpLVwaa2XptqGvhDbTqg/ioTPnDO6TXeHVGFOQa72tjAmNz1HfuS06xDf0Bwky2mTTEFBGISktXANdmLXT/ojpHfD8ZOT/py9wewQX+31M2dMeo78aN+vsL6ppcv1LUEQ0pe0XuMa7MReGJMxMytdyXLaaIgkZ+R70qtrhkn7YZLxGuwKgjA4EOHqR2IX/lOdRNGfZLpsHKpvpiWk0zI5AyKhwua2yRntZ3EJgjA4EOHqR8yODUqByz50X2qP08aByIiVdOuaYdIhVNjc0mnXDEEQ0puhezVNA8xQocdhG9JdxTOdtmh2Y1oLl69tcoaECgVhcCLC1Y+YF8ZUNsEdCDJj/r50Fa5sl40Gf5BwRGCN5AwJFQrCYESEqx/JifG4hjKZzlbPJW2FK8OO1kZPxVBY0+AXj0sQBitD+4qaYswGtKmclzUQxHqU6dZg16RNh/hIzbakwwvC4GRoX1FTjNmxIZUTigcCU6Bddkvapv3H6xCf1UW7J0EQ0hf55PYzORn2Ie9xmaHCgjSt4YK2HpeZJyOhQkEYnAztK2oaMG1kFpP7OJQy3TFDhXme9BWCnBiPy8zwlOQMQRicyCe3n3nkuqOGdCo8tIbc0rVrBrQNFZr9CcXjEoTBiQhXPzPURQtak0/StWsGxIQKm1uwWY1kWhEuQRiciHAJfcZsZ5WuqfAAHocVq0VR19SCzRIRLgkVCsKgJK3ruJRS31RKbVBKrVdKPa6USs+ZGcMcMwxXmJm+oUKlFNkuG3VNLdGehUO5f6QgDGXSVriUUmOAm4BFWuvZgBW4PLVWCfHIdtm55+qFXH5kek8KNmZyBalvCpLptEVDhoIgDC7S/ZbTBmQopVoAN3AwxfYInXD6rFGpNqFbzEa7DpulTed+QRAGF2l7y6m1PgD8BtgLlAF1WutX2++nlLpeKbVcKbW8oqJioM0UBhHmTK4G6QwvCIOatBUupVQecD4wESgGPEqpq9rvp7W+V2u9SGu9qKioaKDNFAYR2ZGZXDKLSxAGN2krXMApwC6tdYXWugV4Gjg2xTYJgxhjjatFph8LwiAnnYVrL3CMUsqtjGKok4FNKbZJGMSYa1x1TS3SYFcQBjFpK1xa64+BJ4GVwDoMW+9NqVHCoCbbZaclpKlo8EtyhiAMYtL606u1/jHw41TbIQwNzO4Z/mBYkjMEYRCTth6XICSbnJjwoCRnCMLgRYRLGDbEipUkZwjC4EWESxg2tPW4RLgEYbAiwiUMG2KFS6YfC8LgRYRLGDbEhgclVCgIgxcRLmHYkC2hQkEYEohwCcMGq0WRFRllInVcgjB4EeEShhWmpyV1XIIweBHhEoYV2Rl2XHYLDpu89QVhsCKfXmFYkZNhk8QMQRjkSKBfGFaMyHLR0BxMtRmCIPQBES5hWPGDs2fiC4RSbYYgCH1AhEsYVozIdqXaBEEQ+oiscQmCIAiDirQVLqXUdKXU6piveqXUN1JtlyAIgpBa0jZUqLXeAswDUEpZgQPAM6m0SRAEQUg9aetxteNkYIfWek+qDREEQRBSy2ARrsuBx1NthCAIgpB60l64lFIO4Dzg3508fr1SarlSanlFRcXAGicIgiAMOGkvXMCZwEqt9eF4D2qt79VaL9JaLyoqKhpg0wRBEISBRmmtU21DlyilngBe0Vo/mMC+FUBv18EKgcpeHtufpKtdkL62patdkL62patdkL62patd0DPbJmitB9Vdf1oLl1LKDewDJmmt6/r5XMu11ov68xy9IV3tgvS1LV3tgvS1LV3tgvS1LV3tgvS2LRmkbTo8gNbaBxSk2g5BEAQhfRgMa1yCIAiCEEWEq5V7U21AJ6SrXZC+tqWrXZC+tqWrXZC+tqWrXZDetvWZtF7jEgRBEIT2iMclCIIgDCqGvXAppb6mlNqilNqglPq/mO3fU0ptjzx2egrs+olS6kBMk+Gz0sW2iA23KKW0UqowXexSSt2mlFobeb1eVUoVp4NtSqk7lFKbI7Y9o5TKTQe7Iue/NPLeDyulFrV7LNW2nRE593al1HcH+vztbHlAKVWulFofsy1fKfWaUmpb5HteCuwap5R6Sym1KfJ//Hq62NavaK2H7RdwIvA64Iz8PiLyvRRYAziBicAOwDrAtv0EuCXO9nSwbRzwCkbNXGEa2ZUd8/NNwF/TwTbgNMAW+fnXwK/Twa6IDTOB6cDbwKJ0eZ8B1sg5JwGOiC2lA/natLPnU8ACYH3Mtv8Dvhv5+bvm/3WA7RoNLIj8nAVsjfzvUm5bf34Nd4/rRuB2rbUfQGtdHtl+PvCE1tqvtd4FbAeOSpGN7UkH234HfBuIXSBNuV1a6/qYXz0x9qXUNq31q1rrYOTXj4Cx6WBXxLZN2pjE0J5U23YUsF1rvVNrHQCeiNiUErTW7wLV7TafDzwc+flh4IKBtAlAa12mtV4Z+bkB2ASMSQfb+pPhLlzTgKVKqY+VUu8opY6MbB+DUfhssj+ybaD5aiS89ECMq59S25RS5wEHtNZr2j2UFq+ZUuoXSql9wJXAj9LJtgifB/4b+Tmd7GpPqm1L9fkTYaTWugwMAQFGpNIYpVQJMB/4mDSzLdmkdQFyMlBKvQ6MivPQrRh/fx5wDHAk8C+l1CRAxdk/6emX3dj2F+C2yHlvA+7EuOj1u23d2PV9jNBXh8P62y7o2jat9XNa61uBW5VS3wO+Cvx4IGzrzq7IPrcCQeAx87D+titR2+IdFmfbQKYgp/r8gwqlVCbwFPANrXW9UvFevqHDkBcurfUpnT2mlLoReFobgeD/KaXCGD2+9mOs45iMBQ4OpG3t7LwPeDHya7/b1pldSqk5GOsdayIfjLHASqXUUQNhV1e2xeEfwEsYwpWy18xEKXUNcA5wcuT9xkDYlYhtnTAgtqXx+RPhsFJqtNa6TCk1Gijv9oh+QCllxxCtx7TWT6eTbf3FcA8VPgucBKCUmoaxCFwJPA9crpRyKqUmAlOB/w2kYZE3m8mFgJnNlDLbtNbrtNYjtNYlWusSjIvLAq31oVTaZaKUmhrz63nA5sjPKbVNKXUG8B3gPG20MTNJ+WvWBam27RNgqlJqojJGG10esSmdeB64JvLzNUBn3mu/oYw7yPuBTVrr36aTbf1KqrNDUvmFIVSPYojCSuCkmMduxchq2gKcmQLbHgHWAWsx3oSj08W2GDt2E8kqTAe7MO4610desxeAMelgG0Ziwz5gdeTrr+lgV+T8F2LcgPiBwxiTGNLFtrMwsuR2YIQ1B/T87Wx5HCgDWiKv13UYfVTfALZFvuenwK4lGCHUtTHvr7PSwbb+/JLOGYIgCMKgYriHCgVBEIRBhgiXIAiCMKgQ4RIEQRAGFSJcgiAIwqBChEsQBEEYVIhwCUIvUEoVxHTuPxTTyb9RKfXnVNsnCEMZSYcXhD6ilPoJ0Ki1/k2qbRGE4YB4XIKQRJRSJyilXoz8/BOl1MOR2WC7lVIXKaX+Tym1Tin1cqRVD0qphZEmzyuUUq+065oiCEI7RLgEoX+ZDJyNMWbiUeAtrfUcoAk4OyJefwQu0VovBB4AfpEqYwVhMDDkm+wKQor5r9a6RSm1DmM44suR7euAEowhjrOB1yKNi60YrYUEQegEES5B6F/MIaVhpVSLbl1UDmN8/hSwQWu9OFUGCsJgQ0KFgpBatgBFSqnFYIyoUErNSrFNgpDWiHAJQgrRxlj6S4BfK6XWYHT3PjalRglCmiPp8IIgCMKgQjwuQRAEYVAhwiUIgiAMKkS4BEEQhEGFCJcgCIIwqBDhEgRBEAYVIlyCIAjCoEKESxAEQRhUiHAJgiAIgwoRLkEQBGFQMaSa7BYWFuqSkpJUmyEIgjBoWLFiRaXWuijVdvSEISVcJSUlLF++PNVmCIIgDBqUUntSbUNPkVChIAiCMKgQ4RIEQRAGFSJcgiAIwqBChEsQBEEYVIhwCYIgCIMKES5BEARhUCHCNUwINzdTfuedBCsrU22KIAh9wL9zFxV3/wkdDqfalJQhwjVMqH36aaru+xs1jz+RalMEQegD5XfcQeXdd9O8dm2qTUkZIlzDAB0KUf3wwwA0vPpKiq0RBKG3+HftovGttwCof+XVFFuTOkS4hgGNb79Ny569uI88Ev+27fh37ky1SYIg9ILqhx9GORy4jphLw6uvorVOtUkpQYRrGFD14IPYi4spvv1XADS8Onzv1ARhsBKsqaHu2efIPu9c8i77NC0HDtC8YWOqzUoJIlxDnKZ162havoK8z16NfcwYMubPH9YhBkEYrNQ+8QS6uZmCa64h6+STwGaj4ZXhGfoX4RriVD/4EJbMTHIvuQSArNNPw79pE4E9g66vpiAMW8J+P9WP/QPP0qU4p07FmpuL5+ijqX/1lWEZLhThGsK0HDxI/SuvkHvppVgzMwHIPu00AOolXCgIg4b6F18iVFlJwbWfi27LOv00Wvbsxb9lS+oMSxEiXEOY6kceBSD/6qui2+zFxbjmzKFBwoWCMCjQWlP90EM4p0/HvXhxdHvWKaeAxUL9MAwXinANUXRLC7X//jfZp5+Ovbi4zWPZp59G8/r1BPYfSJF1giAkStOKFfi3bSP/c59DKRXdbsvPx33kkcPyJlSEa4ji37WLcGMjmSee2OGxrEi4sOG11wbaLEEQekjT2nUAZJ5wfIfHsk4/jcDOnfi3bx9os1KKCNcQxb9lKwDOadM6POYYPx5n6cxhm5EkCIMJ/5Yt2EaMwJaX1+GxrFNOAaWGXbhQhGuI4t+6Fex2nBNL4j6efdrpNK1eTcvh8oE1TBCEHtG8bWvcG1AA+4gRZCxcMOzChSJcQ5TmrVtwTpyIcjjiPp6xYD4AgR3DK8QgCIMJHQwS2L4D5/T4wgWQd9lleI47Dt3SMoCWpRZbqg0Q+gf/1m24Fy3q9HF78RgAAgcO4BkoowRB6BGBPXvQgQCuTjwugJzzziPnvPMG0KrUIx7XECRUV0ewrAzntKmd7mMfOQIsFloOHhxAywRB6AlmjZZz+vQUW5JeiHANQfzbtgHg6uLNrux2bCNHEhThEoS0pXnrVrBacUyalGpT0goRriFIs3mX1kV4AYxi5JYDIlyCkK74t2zFOWkilk7WqocrIlxDEP/WbVhycrCNHNnlfvYxxRIqFIQ0xr9lC86pXd+ADkdEuIYg/i1bcE2d2qbKPh724mJaDh9GB4MDZJkgCIkSamig5eBBWd+KgwjXEEOHw/i3bUvozW4vLoZQiODhwwNgmSAIPcFcq+4qyWq4IsI1xGg5eJCw19vt+ha0psRLuFAYDIS9XnZ/5kr2Xn89DW+9hQ6FUm1Sv+LfanS/6SrJargiwjXEaH2zJyJcRvNdES5hMHDoV7+iadUqmjdtYv+NX2bHaadTed99hAOBVJvWLzRv2YIlKwvb6NGpNiXtEOEaYkTrPqZ2H16wFxsfCBEuId2pf/ll6p58ioLrr2fqm28y5ve/w15cTMWdv6X6/vtTbV6/4N+6Dee0ad2uVQ9H+k24lFIPKKXKlVLrY7bdoZTarJRaq5R6RimV28mxZyiltiiltiulvttfNg5FmrduxT5uHBZP9/0wLC4X1sJCAgdkvImQvrQcPEjZj36Ma+5cir76FZTdTvYZZzDhkb/jPvpoap95dshNAdZa49+6Vda3OqE/Pa6HgDPabXsNmK21ngtsBb7X/iCllBX4E3AmUApcoZQq7Uc7hxT+LVu77GvWHntxsRQhC2mLDoU4+O3vQDDImN/cgbLb2zyec+EFtOzdS9PKlSmysH8IlpURbmiQ9a1O6Dfh0lq/C1S32/aq1trMvf4IGBvn0KOA7VrrnVrrAPAEcH5/2TmUCPv9BHbv7rKvWXukCFlIZ6ru+xu+5csZ+aMf4hg/vsPj2aeeinK7qX3mmRRY138k2kRguJLKNa7PA/+Ns30MsC/m9/2RbXFRSl2vlFqulFpeUVGRZBMHF/7t2yEcxjkt8bs0e3ExLWVl6HC4Hy0ThJ4TrK6m8p57yDrtNHLOj3/vavF4yD79dBr++zLhpqYBtrD/iM7TS2CtejiSEuFSSt0KBIHH4j0cZ1unAWyt9b1a60Va60VFRUXJMnFQ4t9q1n30wOMaU4wOBAhVVfWXWYLQK6offAjd3EzRN77eZYJCzgUXEPZ6aXj99QG0rn/xb92KvbgYa1ZWqk1JSwZcuJRS1wDnAFfq+Cuq+4FxMb+PBSSWlQD+LVtQTieOCR1DKp0hKfFCOhKqraXmscfIPvMMnN00mHUfuQj7mDHUPfPswBg3ADRv3SIdM7pgQIVLKXUG8B3gPK21r5PdPgGmKqUmKqUcwOXA8wNl42DGv3UrzilTUFZrwsdEi5Als1BII6r//ghhn4+CL93Q7b7KYiHn/PPxLltGS1nZAFjXv4QDAQK7dsv6Vhf0Zzr848AyYLpSar9S6jrgbiALeE0ptVop9dfIvsVKqf8ARJI3vgq8AmwC/qW13tBfdg4luhrx3Rn2MeJxCelFqKGB6kceIevUUxIqpAfIueB80Jq651/oZ+v6n8DOnRAKSSp8F/TbBGSt9RVxNsetFNRaHwTOivn9P8B/+sm0jucPhdB+Pxa3e6BOmXRCtbWEKipxTpnSo+OsmZlYsrNFuIS0oeaxxwg3NFBwQ/felolj/HgyFi2k7tlnKbj+i4O6aNe/fQcAzikiXJ0x7DtnhAMBth57HFV/G9zV9/6dOwFwTpnc42PtY8ZISryQFoQavVQ/+BCZxx9PxqxZPTo294ILCOzaRfP69d3vnMb4d2wHiwXHxJJUm5K2DHvhsjgc2McU41s1uAsY/du3A+CY3DOPCyIp8eJxCWlAzeP/IFRXR+GXb+zxsZknnACA73//S7JVA0tgx04c48fL8MguGPbCBeCev4CmNWsH9VyqwI4dqIyMaP/BnmAUIR8Ycm1zhMFFYP8BKv/yVzJPOIGMI47o8fG2wkLsE8bjW7mqH6wbOPw7duDoReRkOCHCBWQsmI/2+WjevCXVpvQa/46dOCdNQll6/i+1FxcT9vkI19X1g2WC0D1aaw79+McoYNSPftjr53HPX0DTypWD9iZMBwIE9uzB2YvIyXBChAtwL1gAMKj7nfl37OjV+hZILZeQeuqeeRbvBx9QdMvN0fdjb8hYMJ9QTQ2BXbuTZ9wAEti7F4LBXn+WhwsiXIB99Ghso0cP2nWuUGMjwbKyXq1vgQiXkFqCFRUcvv12MhYtJO/yy/v0XNGb0EH6WY5mFE4W4eoKEa4I7vnzaVq5alCGGAJmRuHkrjsMdIZ9rExCFlLHodt+jm5uZvRtt/Uq1B2LY9IkLDk5+AZp9MS/YzsohWPixFSbktaIcEXIWLCA4OHDg3LER1/v0qy5uaiMDOmeISSFsN+f0FTiUKOXirvuouHVVyn82ldxJuFirSyW6E3oYCSwYwf2sWOxZGSk2pS0pt8KkAcb7gXzAfCtXEXOmE6b0acl/h3bUQ4H9rHxpsR0j1JKUuKFpOD9+H/s//KXCXu9WNxurPn52AoLcc2Zg3vRItyLFqKcTmoefZTqBx8iVFdH1mmnUXDttUmzIWPBAhrffptgTQ22vLykPe9A4N++Q8KECSDCFcE5bRoWtxvfyhXknHtOqs3pEYHtO3BMnIiy9f7fKXO5hL7i/ehj9t1wA45xY8k++2yC1dWEqmsIHjpE7b//Tc0jjwCgnE6030/mCSdQ+JUvkzFnTlLtMG9Cm1atIuukk5L63P2JDgYJ7NpF5qeWptqUtEeEK4Ky2ciYN29Qhhj8O3aQMXdun57DXlxM87p1SbJIGG54P/qIfTfciGPcWMY/9BC2goI2j+tAgOaNG/GtWEHLgQPkXHQxGbN71hkjUVyzZ4PdTtPKlYNKuAL79qFbWnqdZDWcEOGKIWPBAir/9CdCDQ2DZg5O2OeLXAgu7NPz2IuLCdXWEvb5BnXPRmHgaRWtcYx/6MEOogWgHA4y5s0jY968frfH4nKRUVo66AqRAzvMHoUSKuwOSc6Iwb1gPmhN0+o1qTYlYfy7doHWfS5YtBUWAhCUgZJCDwg3NXHg69+IeFrxRSsVZCxYQPP69QkliaQLZpKVY2LvsoOHEyJcMbjmHgEWy6CqAUnWXZqt0LjgBCsr+2yTMHyo/+/LhOrqGPnDH6aNaAG4Fy4wwpPrB89EJP/OHdiKR2PN9KTalLRHhCsGa6YH54zpgyrE4N++A2w2HOMTn3ocD2uB4XGFxOMSekDtP/+JY9Ik3EcemWpT2pAxP5KgsXJFii1JnMD2HTgnSZgwEUS42uGev4CmtWvRLS2pNiUh/Dt24CiZgLLb+/Q8rR6XCJeQGM2bN9O0Zg15n74s7eZf2QoKcEyYMGhuQnU4jH/nTkmFTxARrnYMtoa7ge3bk9KQ05afD0CwSkKFQmLU/POfKKeTnPPPT7UpcclYsICmVYOjG07LwYPo5mbpCp8gIlztaO11lv53amG/n8C+fUm5S1MOB5acHAkVCgkR9nqpf/4Fss84A2tubqrNiUu04e7u3ak2pVvMeXrSFT4xRLjaYR89GtvIkTStXp1qU7olsHs3hMM4etmjsD22ggIJFQoJUffSS4S9XnIv/3SqTekUdyT1fjBkCUeTrJL0WR7qiHDFIWPevEEhXNG7tCnJuUuzFRRIOryQELVP/BPntGkDUpfVWxyTJ2PJyhokn+Ud2IqKsObkpNqUQYEIVxwy5s2j5eBBWsrLU21KlwR27ACLBUdJSVKez1pYQEjS4YVuaFq3nuaNG8m9/NNpl5QRi7JYyJg7d3AIl0w97hEiXHHImGeMDU/3N7x/23Yc48ZhcTqT8ny2gkLxuIRuqf3XP1EZGeSce26qTemWjHnz8G/bRqjRm2pTOkWHwwR27JD1rR4gwhUH16xZKLs9rWPjWmua1qzBNas0ac9pKywg3NhI2O9P2nMKQwsdDtPw+htknXLKoGiLljFvHoTDNK9bm2pTOsW/fTthrxdXafI+y0MdEa44WBwOXKWlNK1JX+Fq2bePYHl5Ugs/rZHOB5JZKHRG84aNhGpqBk0H84wjjObT6fxZ9i1fDoD7qPQq4k5nEmqyq5QqAr4IlMQeo7X+fP+YlXoy5s2j5okn0IEAyuFItTkd8H0SebMnUbhsBa39Cu3FxUl7XmHo4H3/PVAKz3HHpdqUhLBmZ+OYMpmmVatTbUqn+D75BNvo0dgH2RzAVJKox/UckAO8DrwU8zVkyZg/D+3307wlPQuRfZ98gjUvD0cSK+2lX6HQHY3vvY+rtDRasD4YyJg3j6Y1a9KyEFlrjW/5ctyLFqV1oku6kahwubXW39Fa/0tr/ZT51a+WpRgzzTdd79SMN/vCpL7ZbRIqFLogVF9P05o1eJYuSbUpPcI9bx6h2tq0LERu2bOHUEUl7kWLUm3KoCJR4XpRKXVWv1qSZthHjUrbQuSWsjJa9u9PemNTqznaRIqQhTh4l30EoRCZSwfH+pZJxhFmlnD6rXN5P/kESG7IfziQqHB9HUO8mpVSDZGv+v40LB1I10Jk33Kj43Wy79IsTieWzExJiRfi4n3/fSyZmX2etj3QpHMhctPy5VgLCnBMLEm1KYOKhIRLa52ltbZorV2Rn7O01tn9bVyqSddCZN8nn2DJzMQ5fXrSn9takE9IGu0K7dBa0/j++3gWL+7zJIKBJp0LkX2fyPpWb0g4HV4pdZ5S6jeRr3P606h0IVqInKRU2lBDA3uu+Rz7v/4NGt58q9ejU3zLl5OxcAHKak2KXbHYCgolVCh0ILBzJ8GyMjxLBtf6lkmyC5Gb1q5l5wUXcugXv6Rp/YZeJX60HDhAy8GDsr7VCxISLqXU7Rjhwo2Rr69Htg1pWguRV/f5uXQ4zMHvfg/fihX4PvmE/V/+Mts+dTyHfv4LQnV1CT9PsKqKwM6dePopJi79CoV4NL73HgCZSwZHGnx7ooXI69f1+bmCVVXs/9pNBMvKqH3iCXZfcgk7zzmX6r//vUcCJvVbvSdRj+ss4FSt9QNa6weAMyLbhjTRQuQkLOpW3fc3Gt94g5Hf/jZT33mbsX/5M+5jjqbmiSco+/FPEn6e/lrfMpF+hUI8vO+9j2Py5EFbaxQtRO7jTagOBjnw/24mVFvL+AcfYOr77zHqpz/FmpXF4V/+irqnEk+29i1fjiU7G+fUqX2yaTjSk84ZuTE/D5sWxhnz5tG8fj06EOj1czR+8AEVf/gD2WefTd7VV6HsdrJOPJGxv/sdRV/7Gg0vv0z9y68k9Fy+Tz5BZWT0W3sYW0Ehobq6QTMBWuh/ws3N+JYvH7TeFiSvELni97/H9/HHjPrJT3CVlmLNySHv05cx4R+P4T7qKA7f/mtaDh1K6Ll8nyzHvXAhyiINjHpKoq/Yr4BVSqmHlFIPAyuAX3Z1gFLqAaVUuVJqfcy2S5VSG5RSYaVUpy6DUmq3UmqdUmq1Ump5gjb2C9FC5I0be3V8y4EDHLz5FpyTJzP6tp91WIQtuO7zuGbN4tDPfkawpqbb5/MtX07GvCP6rZtHtAi5urpfnl8YfPg++QTt9+NZMrjS4NtjZgnrUKhXx9e/8ipVf7uf3Ms/Te6FF7R5TFksjP75behQiLIf/ajbkGFLeTmB3btlfauXJJpV+DhwDPB05Gux1vqJbg57CCOkGMt64CLg3QROe6LWep7WOqX/WffRR4PVSsMbb/b4WK01B771bXQwyNg/3oXF7e6wj7LZGP3LXxJqaODwbT/v8vlCdXX4t2zp15oPs1+hdM8QTLzvv49yOnEfObgvsplLlhCqq8O3YkWPj20pL6fse9/DdcRcRn7/+3H3cYwfz4hvfhPvu+9R9+xzXT5fU8QGWd/qHV0Kl1JqRuT7AmA0sB/YBxRHtnWK1vpdoLrdtk1a6/TsodQJtrw8PEcfTf2rr/Q4c8i3bBlNK1cy4pabu5yZ5Zo+jcIbb6D+P/+h/rXXOn++lStB6369SzP7FUr3DMGk8YMPcC9ciMXlSrUpfSJz6VKUy0XDK6/2+Njqhx4m3NzMmF//GksX0Y68q64kY9FCDv/qV7Qc7ryMxvfJcpTbjWvmzB7bInTvcf2/yPc743z9ph/t0sCrSqkVSqnr+/E8CZF1+um07NmLv4d9CyvvvQ9bURE5F13U7b6FX/wizpkzOfTTnxGsqOjwuNaauuefR9nt/VoA2tqvUIRLgJbD5QS278Bz3LGpNqXPWDweMpcupeHVV9HhcMLHhWprqX3iCbLPOqvboa3KYqH45z9H+/2U/eiHccOSofp6Gt5+C/f8+ShbQn3OhXZ0KVxaa1M0ztRanxj7Rf9mFR6ntV4AnAl8RSn1qc52VEpdr5RarpRaXhHngp8Msk45GSwWGl5N/E6tafVqfB99RP6113Z5h2ai7HaKb/8VYa+Xvdd9gVBtbZvHq/76Vxr++zIF11/fr3e+Zr/CoBQhC4B32YcAeI4d/MIFxk1osKKiR9mF1Y89Rtjno+CLX0xof0dJCSO+822877zLoZ/8pE2kRgcCRip9RSUFX0r5PfmgJdHkjA8T3JYUtNYHI9/LgWeAo7rY916t9SKt9aKioqJ+scdWUID7yCOp70GIofLe+7BEMo4SxTV9OuP+dDeBXbvY+6UvRYsl655/noo/3EXO+edR+NWv9Nj+nmDxeFAZGYTE4xIA74cfYs3P75cuLakg84TjUQ4HDa8klsUb9nqp+fsjZJ54Iq7p0xI+T/5nPkPBjTdQ++8nKb/912it0VpT9sMf4vv4Y4p/fhueozq9rAnd0N0a1yil1EIgQyk1Xym1IPJ1AtAx0yAJKKU8Sqks82fgNIykjpSSdfppBHbswL99e7f7Nm/dSuObb5J/9dVYPJ4encdz7LGM+f3vaF6/gf1f+QqN773HwVt/gPvooxl9220D0hpGipAFMMLT3mXLjDZPQyRl25qZiWfJEupfSSxcWPOvfxOqq6OwF95R0U03kXfVVVQ//DCVf/ozlXf/ibrnnqfwpq+Rc/75vTFfiNBdgPV04HPAWOC3MdsbgPipNRGUUo8DJwCFSqn9wI8xkjX+CBQBLymlVmutT1dKFQN/01qfBYwEnolcoG3AP7TWL/fw70o6WaecwuHbfk79K69QNGVKl/tW3fc3lNtN/lVX9u5cJ59M8a9+ycHvfBffxx/jmDyZsXf9YcAGWhrCJaHC4Y5/6zZCFZVDJkxokn36aTS++SbN69ZFO8fHIxwIUP3gg7iPPjo65qgnKKUY+f3vEfZ6qbz7bgByLr6Iwhtv7K3pQoQuhUtr/TDwsFLq4p7O39JaX9HJQ8/E2fcgkTUzrfVOoPN3U4qwjxhBxsIFNLzyKkVf6TxcF9i3j/qXXiL/mmuw5ub2+nw5551H2O+n9l//Zszvfoc1Z+Bqvq2FhbTs3Ttg5xPSE++H5vrW4hRbklwyTzwR7HbqX3m1S+Gqe/ZZguXlFN/+q16fS1ksjL7tZ2C1EPZ6Gf2Tn0hD3STQpXAppa7SWj8KlCil/l/7x7XWv41z2JAl+7TTOfzLX+LfuQvnpIlx96n8819QViv5n/tcn8+Xd+ml5F16aZ+fp6fYCgpoWrVqwM8rpBfeZR/imDgR++jRqTYlqVizs/Ecu5iGV15hxLduiSsk4aYmqu69D9ecObgX9024lc1G8c+7rtEUekZ3gWtzgSYTyIrzNazIOu1UgE6zC+tfeZW6Z54h/3PXYB85YiBNSyq2wgJCNTXoYDDVpggpIhwI4Ptk+ZALE5pkn3Y6LQcO0Lwhfkecw7/8FS379zPi5v8nHlIa0l2o8J7I958OjDnpjX3UKDLmzaP+1VcovOFLbR5rOXCAsh/+ENecORR97WspsjA5WAsKQGtCNTXY+ilTU0hvmlatRjc1DYn6rXhknXwSZT+20fDKK2TMntXmsfqXX6b23/+m4ItfwHPMMSmyUOiKRMea/J9SKlspZVdKvaGUqlRKXdXfxqUj2WediX/jJg7+4AfRdHUdDHLgW9+GUIgxd/5mwJIo+guze4ZkFg5fvB9+CFYr7iGasm3NzcVz7GKqH3mE6scei9ZaBfYfoOyHP8J1xFyKbropxVYKnZFojutpWut64ByMtk/TgG/1m1VpTN4VV1Bw/fXUPf0Muy64AN/y5VT86U80rVzJqJ/+FMf48ak2sc9I9wzB++GHZBxxBNbMzFSb0m+M/vnPcS9axOHbfs6+L3yRwP4DHLzlFtCaMXfeOegmPQ8nEhUu8z94FvC41nrYtg5Xdjsj/t83mfDoI6AUe67+LFV/vYeciy4i55yzU21eUjAb7YYkJX5YEqqtpXn9+iG7vmViHzGCcffdy6if/BjfypXsOOMMmlavZvTPfopj7NhUmyd0QaKNsl5QSm0GmoAvK6WKgOb+Myv9cS9YwKRnn+Hwb35DYOcuRv3g1lSblDRshZFQoXhcaYvWGrTul8Jg70cfg9ZDLg0+Hkop8i6/HM/ixRz66c9wTp9O9llDfkbuoCch4dJaf1cp9WugXmsdUkp5gWFf+m3xeBj94x+n2oykY8nMRDkcssaVpuhwmLLvfY+G198g6/TTyTnvXNxHHomyWpPy/A2vvYY1J4eMOXOS8nyDAceECYx/4P5UmyEkSKLJGXbgauCfSqkngesAuaoNUZRSWAsLJFSYplT88Y/UPfc8rjlzaHjlFfZ+7lq2n3QyNf/8V5+fO9TopeGNN8g660xZ4xHSlkRDhX/BWOf6c+T3qyPbvtAfRgmpx5ZfIKHCNKT2qaep+stfyb30Ekb97Gdov5/Gt96i+tHHOPSTn+AoKcFzdO8zARteew3d3EzOeecl0WpBSC6JBsiP1Fpfo7V+M/J1LSCjO4cw0mg3/fAuW0bZj3+M59hjGfWjH6GUwuJykX3mmYy/714cEyZw8NvfJlhT0+tz1L/wPPbx43vVm08QBopEhSuklJps/qKUmgR0nJAmDBmsRYXSaDeN8O/axf6bvo5z4kTG/OH3HcJ4Freb4jt/Q7C6mrIf/rDH07oBWg4fxrvsI3LOPVe6RQhpTaLC9S3gLaXU20qpd4A3gZv7zywh1dgKCwlV18Sd4CoMPFX3/Q1CIcb99S9Ys+J3W8uYNYsR3/wmja+/QW0v1rvqX3wRtCbn3HP6aq4g9CuJZhW+oZSaCkwHFLBZa+3vV8uElGIrKIRQiFBtbXQqspAaQo1e6l9+mZyzz8I+ZkyX++Z/7hq8H3zA4dtvx71oIc5uRvDEUvf8C2QccUS34+kFIdUkmlXoAr4C/AT4EXBjZJswRLEVmbVcEi5MNQ0v/xft85Fz0UXd7qssFopv/xUWt5sD3/42OhBI6BzNW7bg37KF7PPO7au5gtDvJBoq/DswC2MI5N1AKfBIfxklpJ7WImQRrlRT+9TTOCZPTjhhwlZUxOif/RT/xk1U/vWehI6pe/55sNmk+FYYFCQqXNO11tdprd+KfF2P0a9QGKKYwhUS4Uop/p07aVq1ityLLupRwkTWKaeQc/55VN5zD03r1ne5rw6FqH/hRTKXLsWWl9dXkwWh30lUuFYppaL9/ZVSRwMf9I9JQjpgLTTGmYjHlVrqnn4arFZyzu95XdXI738fW2EhB7/7XcL+zpek6//zH4Ll5b06hyCkgkSF62jgQ6XUbqXUbmAZcLxSap1Sam2/WSekDIvHjcrIIFghwpUqdEsLtc8+R+YJJ0Q94J5gzclh9M9/TmDHDir+cFfcfXzLl1N26w/ImDePrJNO6qvJgjAgJNo544x+tUJIO5RSRhGyeFwpo/G99whVVpJ7cfdJGZ2RuXQJuZddRvWDD+KcNpWc886LNub1b9vGvi9/BfuYMYz9y58H/Rw5YfiQkMeltd4D1AM5QIH5pbXeE3lMGILYCqUIOZXUPvU01qJCMj/1qT49z4hvfxtXaSll3/0euy66mIa33qLl0CH2fvF6lNPBuPvuk7UtYVCRkMellLoN+BywAzBL8jUgsYUhjK2okMDu3ak2Y1gSrKyk8e23Kbj2cyhbooGR+FgzPZT865/U/+c/VPzxbvbf+GVURgbKYmHCo4/gGNt1bZggpBuJfiIuAyZrrRMrChGGBNbCQoKfLE+1GcOShtffgFCI7CQ1u1VWKznnnkv2GWdQ+8wz1D31NEXf/CaumTOT8vyCMJAkKlzrgVygvP9MEdINW2EhodpadCAg6x8DTOP772EvLsY5dWpSn1fZ7eRddhl5l12W1OcVhIEkUeH6FUZK/HogmlertZb82SGMzUyJr67GPmpUiq0ZPuhAAN+yj8g+5xxpdisIcUhUuB4Gfg2sA8L9Z46QTtgKjR6FwcoqEa4BxLdqNWGvl8ylS1JtiiCkJYkKV6XWOn4hiDBkaW37VJFiS4YX3vffA5sN9zGLU22KIKQliQrXCqXUr4DnaRsqXNkvVglpgbR9Sg2N772Pe8ECrJmeVJsiCGlJosI1P/L9mJhtkg4/xLFKo90Bp+VwOf7Nmym6+f+l2hRBSFsSncd1Yn8bIqQfFqcTS3a2tH0aQLzvvw9A5tKlKbZEENKXROdx5SilfquUWh75ulMpldPfxgmpx1ZQQLCqKtVmDBsa338PW1ERzunTU22KIKQtiTbZfQBowChEvgyj/dOD/WWUkD7YCgslOWOA0MEg3g+X4Vm6VNLgBaELEl3jmqy1vjjm958qpVb3gz1CmmErKqR5w8ZUmzEsaFq7jnBdnaTBC0I3JOpxNSmlop8mpdRxQFP/mCSkE9bCQknOGCC8778HFguexZIGLwhdkajHdSPwcMy6Vg1G011hiGMrLCLs9RJuasKSkZFqc4Y0je+9T8YRR2DNzU21KYKQ1iQ61mS11voIYC4wV2s9X2u9pqtjlFIPKKXKI22izG2XKqU2KKXCSqlFXRx7hlJqi1Jqu1Lqu4n+MULyiRYhS4JGvxKsrqZ5/Xo8EiYUhG5JNKvwl0qpXK11vda6XimVp5T6eTeHPUTHAZTrgYuAd7s4lxX4E3AmUApcoZQqTcROIflE2z5VSIJGf+L76CPQmsxjj021KYKQ9iS6xnWm1rrW/EVrXQOc1dUBWut3gep22zZprbd0c66jgO1a652RMSpPAOcnaKeQZGxShDwgeJd9hCUzE9fs2ak2RRDSnkSFy6qUcpq/KKUyAGcX+/eFMcC+mN/3R7bFRSl1vVlfViFeQdKxStunAcG7bBnuo4/u89BIQRgOJCpcjwJvKKWuU0p9HngNo2N8fxCvgEXH2WY8oPW9WutFWutFRUVF/WTS8MWWnw9KSfeMfiSwfz8t+/fjOeaY7ncWBCHhlk//p5RaC5yCISy3aa1f6Seb9gPjYn4fCxzsp3MJ3aBsNqz5+ZKc0Y94ly0DwLNYhEsQEqEncYlNQFBr/bpSyq2UytJaN/SDTZ8AU5VSE4EDwOXAZ/rhPEKC2KSWq1/xLVuGragIx+TJqTZFEAYFiWYVfhF4ErgnsmkM8Gw3xzwOLAOmK6X2R8KMFyql9gOLgZeUUq9E9i1WSv0HQGsdBL4KvIIhlv/SWm/o8V8mJA1bQYG0feondDiM96OPcS8+Rto8CUKCJOpxfQUj2+9jAK31NqXUiK4O0Fpf0clDz8TZ9yAxWYpa6/8A/0nQNqGfsRUVEti9O9VmDEn8W7cSqq7Gs1jS4AUhURJNzvBHUtMB/n97dx4fVX3vf/z1mTWZmewrhIQQNgUjoggugAtXvFWrRW1rbW1/XX7a/tr+tL39tS6/a31c23tbe629tYtLr622Lm21KFbceqsEvKAgu4CyBAgEs28zWWaS+d4/zmQMECAhM5mZ8HnyOI85c5Y57xkm+eSc8z3fg4g4OE6DiVRT31mPMWPm7cRcf7dP+hnFXmD1GkDPbyk1HEPd41ohIncC6SJyGfB/gBfjF2v0hE2YJS8swWFzcE7ROcwpmsM5RecwNWcqNhlqXR/bHPkFmGCQsN+PPSMj0XHGlMCa1bgmTcJZXJzoKEqljKEWrtuBLwNbgFuwDuP9Jl6hRlNfuI9vn/Nt1tWtY13dOl7f9zoAma5MZhfO5uyiszmn6Bxm5M7AaXcmOG1iRC9CbmjUwhVDJhikc+06sj+h19crNRxDbQ4fFpHngeeNMWPqLL3T7uS6addx3TTrri21/lrW1a1jfd163q17lxUHVgCQZk+jsqCSswvP5uyis5lVMAuv05vI6KPGUdDfe0YD7opJCU4zdnRt2YLp7MSj128pNSzHLVxiNXP6PlYrP4lM6gMeNMb8yyjkG3XjfeO52nc1V0++GoDGrkbW161nQ/0G3q17l0e3PEp4cxib2JieM53ZhbOZXTSb2QWzKfIWJTh9fDjyrP4KtfeM2AqsXgMieOfNS3QUpVLKifa4bgMuBM41xlQDiEgF8GsR+ZYx5oE450u4/PR8FpcvZnH5YgD8QT+bGzazoWEDG+o2sHTXUp7a8RQA473jOavwLKuYFc5mSvYU7DZ7IuPHhF37K4yLwOrVpM2ciT0r68QLK6WiTlS4Pg9cZoyJ/sYyxuwRkc8BrwFjvnAdyefycUHJBVxQYjVfDoVDvN/8PhvqN7ChfgNrP1zL8mqrJb/H4eHMgjOZVTCLswrPojK/kix36v2SsmdlgdNJb6P2nhErfX4/XZs2kffFLyY6ilIp50SFyzmwaPUzxjSIyKnZUuEITpuTM/LP4Iz8M7hpxk0YY6gN1LKxfqM1NGy0Di+aMAAVWRXMKpgVLWiTsycnfetFsdkiFyHrHlesBFavht5efAsXJDqKUinnRIUreJLzTlkiQomvhBJfCVdWXAlAZ6iTrY1b2diwkU0Nm/h7zd9Zusu6Dtvn9HFG/hlU5lcyq2AWlQWV5KblJvItDMqRn6/35IqhQFUVtowM0s86K9FRlEo5Jypcs0SkfZDpAqTFIc+Y5HF6mDtuLnPHzQXAGMP+jv1satjEpvpNbGncwmNbH6PP9AFQ4ivhzPwzqSyopDK/ktNyTyPNkdiP2zmumJ491QnNMFYYY/CvqMJ74YWIUw9cKDVcxy1cxpjUb1mQhESEiZkTmZg5Mdp6sTPUybambWxu3MzWxq2sr1/Py3tfBsAhDqbmTKUyvzJ6WLIiq2JUG344S8vwr6jChMOILbkPbSa7nvffp7e+Ht8CPUyo1MnQu9YlCY/Tw5ziOcwpnhOdVt9Zz5aGLWxt2sqWxi0sr17Onz74EwDpjnROzz09Wshm5s2kNKM0bh21uspKMcEgvfX12svDCPlXVAHgXTA/wUmUSk1auJJYoaeQRRMXsWjiIsDqnmpv+17ea3yPrY1b2dq0lWd2PEMwbJ1uzHBlMDNvJjPyZjAjbwYz82ZS4iuJSTFzllq3SAvu36+Fa4T8VVWkzZiBs/C4/VQrpY5BC1cKsYmNiqwKKrIq+PjkjwNWc/zdrbutYta0lW1N23hi2xP0hnsBq+uq0/NOjxazGbkzmJAxYdgtGV1lZdb2ag7A3Lkxe0/hYJCmhx/BhEIUfvtbMXvdZNXX1kbXhg3k3XJzoqMolbK0cKU4p83JabmncVruaVyH1W1VsC/IzpadvNf0HtuatrGtaRu/3/b7aDHzOX3RdU7PO53Tck+jIqsCh+3YXwdncTHY7QRr9scse9eWrRy68w56du6yci2Yj+fcc2P2+sko8NZbEA7jW7gw0VGUSllauMYgl93FzPyZzMyfGZ0W6guxs3Un25u2s73ZGp794Fm6+7qtdWwupuZMjRa003JPY1rONDxODwDidOIcP57Q/poR5zPBIA2/+hVNj/4GR14eJT//D+p+8EPq7/8pE59+akzfUNG/ogp7VhbpZ56Z6ChKpSwtXKcIp90ZPVzYrzfcy772fWxv3s6Oph3saN7B3/b/jed2PgeAIJRlljEtZxrTc6Yzr8BHeO9ujDEjKi6NDz9C00MPk7VkCUV33I49M5O+1lY+vPv7+P/+dzIWLRrx+01GJhzGv2oV3gULELs22FXqZGnhOoU5bA4mZ09mcvZkrqq4CrCuMarrrGNH8w62N2/ng+YP2NG8g9f3vU636eP8PYYLn7mQaTnTDhumZE+J7p0djzGGtmXL8F5wPuP/7V+j07OvvZbm3/6O+gcewHfxxWPyF3v3e9voa2rCd5EeJlRqJLRwqcOICMXeYoq9xVxcenF0uj/op7r1Zzg2PMnVhYvY2lPNC7teoLO3M7rMBN8EpuZM/WjInkpZZhlO20cX2XZv3Uqopob8r95y+HYdDgpuu42Dt95K2wvLyL52Sdzf62jzV62weoOfr83glRoJLVxqSHwuHxNnzOMgT3Jr8Q2kz5xJ2ISp9dfyQcsHfNDyATtbdrKzdSdVB6qivYA4bA4mZU1iSvYUpmRPYfafNuNzOPBceslR28hYfBlplZU0PPggmVdegc3tHu23GVf+N1eQfuaZOHJyEh1FqZSmhUsNmStyLVeopob0mTOxiY0JGROYkDGBS8sujS7X09dDdVs1O1t2sqt1F7tad7GxfiOv7FnOL1/t4/1y4aaXFltN+7MrmJxlHa6syKog71u3cvBLX6HlqafJ++L/StA7jb3gvn10b9lC4Xf+KdFRlEp5WrjUkDkn9F+EfPyWhW67O9oycaDmd96iruMrBG/+JJ+a7mVP2x7erXuXl/a89NE2bE5+MCmdlid+yYbZASqyKpiUNYnyzPKE99c4Em3LXgQRMq+6KtFRlEp5WrjUkNl9Xux5eYRO8lqu4KtvIG43F3/muyzyeaPT/UE/1W3V7Gnbw+623Rw8+00mPbeTpVUPU5dlAKuF43jfeMozy6OFbFLWJMqzyilIL0jqJvTGGNpefBHPvHna64hSMaCFSw2Lq7T0hHtcgzF9fbS/+iq+iy7CPqBogXX+rLKgksqCSgB6cpaw57kreDrv/9FyxTz2tO2huq2avW17qW6rZn39erp6u6Lre53eaKfF5Znl0fGyzDIyXZkje8Mx0LVxI6H9+8n/6lcTHUWpMUELlxoWZ1kpnevWDXu9zrVr6WtsJPOKK064rGtSOc7SUrpX/jfTPnsT03KmHTY/bMLUd9Zbxax9L3vb9rKvfR+bGzbzSvUrGEx02dy0XMoyyijLLKMsoyxa0EozSslwZQz7fZyMtmXLkLQ0MhZfNirbU2qs08KlhsVVWkb7i3/FBIOIyzXk9dpfWo54PEO6hklE8C1cSOtzzxHu6TmqdaFNbNEm++ePP/+weT19PdS017CvYx/72/ezr30f+9r3sebQGpbtXnbYsjnuHEozSpmQMYHSjNLDhvz0/JgcfjTBIB3LXybj0kux+3wjfj2llBYuNUzO0glgDMGDB3FPmjSkdUwoRMdrr5Fx6aXY0tOHtI7vooW0PPkkne+sxTeM23+47W6m5ExhSs6Uo+Z1hjqp6ajhQMcB9nfst4b2/VaLx72vEDbh6LJp9jRKfCXRVpP9d7Xun+Z1eo96/cH4V66kr62NrGuuHvJ7UEodnxYuNSwf9RJfM+TCFVizhr62tiEdJuznmTsXcbvxV1UNq3Ad9zWdHqbnTmd67vSj5oX6Qhz0H7QKm/8ABzqsocZfw9oP1x52oTVAljsrWsjGe8czzjeOEl8J47zjGO8bHz0M2fbCMuy5uXgvvDAm70EppYVLDZOrdGhN4gfyv/Emkp6O98ILhryOLS0Nz3nzrN4m7rpz2DmHy2l3Up5VTnlW+VHzjDG09rRy0H+QA/4DHOw4SK2/loOBg+xssS647unrOWydDGcG5fYC7vz7TqovmcbK7Y8zzjsueoizwFNwWI8iSqmh08KlhsWen494PENuEm+Mwb9yJd5584bdE4Zv4ULqVlQR3LsXV3n5SaSNDREhJy2HnLQczsg/46j5xhiau5up9ddSG6jlkP8QtYFasl9dh73X8HT5Ibas/9lh69jERn5aPsXeYoq8RRR5iij2FlPoKaTIU0Shp5BCTyEu+9DPIyp1qtDCpYZFRHBNmDDkPa5g9V5CNTXkfemLw96Wb+FC6rDuGJybwMJ1IiJCXnoeeel50Sb9xhiqf3wdpqKCJ7/9V7p6uzgUOMSHgQ+todN6rAvUsbt1N28dfOuow5FgNSAp9BRS4CmgyFNEgaeAgnRrKPQUkp+eT256ru69qVOKFi41bM7SUkL79w1p2cDKKgC8C4bfI7qrtBTXpEn4V1SR+/nPD3v9ROp4/XV6tm1n3I/+DRHB4/REe+IfjDGGjlAH9YF66jvrqeuso66zjvrO+uiwvWk7zd3NhzX3B+vi7Jy0HPLT8w8b8tLyogW1fzzbnT3su18rlWy0cKlhc5WWEnjrrSHdl8u/ogrX5Mm4JpSc1LZ8CxfS8tRThDs7sXlOfNuUZGD6+mh88EFcFRVkffzjQ1pHRMh0ZZLpyhy0RWS/3nAvTV1NNHQ10NDZQENXA41djdHHpq4mqtuqaexqJBQOHbW+Xexku7PJS88jNy2XnLQc8tLyoodCc93WtOy0bHLduWS6M7XQqaSjhUsNm7OsFNPdTW99A86iwmMuFw4E6Fy7lpzPfe6kt+W7aCHNjz9OYM3bZAzSo3wyal/+Mj07d1HywE9jfl8xh81hnRPzFh13OWMM7cF2mrqbaOqKDJHx5u5mmrqbaOlu4WDjQZq7mwmEAoO+jk1sZLmyyHJnke3OJtudHR3PcmcdNmS6MqOPXqdXC56Km7gVLhF5DLgKqDfGnBGZlgv8ESgH9gKfMsa0DLLuXqAD6AN6jTFz4pVTDZ+rtL9J/P7jFq7A2+9gQiF8Cxec9LbS58xBPB78VStSonCZ3l4afvEg7unTybj88oTlEJFoQanIqjjh8j19PbR0t0SH5p5m2nraaOluobWnlZbuFtp62jgUOMT25u20B9sP63brSDax4XP6rL1IdyYZrgwyXdajz+nD5/KR4czA6/Ra01w+fE4fXqc3+pjuSE/qPihV4sRzj+t3wC+AJwZMux34L2PMj0Tk9sjz7x1j/UuMMY1xzKdOkqvsoybxnjnH/pvCX7UCm8dD+jnnnPS2bC4X3nnzCKxcNaRDk4nW9sILhPbtZ8KvfonYUmePw213R5vqD1VPXw9tPW209rTS3tNOW7CN9p522oORoaedjlAH7T3t+ENWR8rtwXY6gh3HLXr9BMHr9OJxevA4PIeNexwe0p3p1qMj/bAhzZFGmiONdHs6boebNHsabrv7o3GHG7fdjcvmSvrvkxpc3AqXMaZKRMqPmHwNcHFk/HHgTY5duFSSco4fDzYbweM0iTfGEKhaief887ENo2uowXgXzMf/xhsE9+4d8kXPiRAOBmn45S9Jq6zEd0ny7x2OlNvujjbbH67ecC+BUICOYAf+kB9/0E8gFMAfsh4HjneGOuns7YyO13fW09nbSVeoi0BvgO7e7uiNS4fLZXPhtrtx2p1WMbO7cNqcOG3Ow8addicOceCwfTQ4bU4cNgd2sWO32XGIA5vYsIkNh80at4sdEcEudmxiQxBEJHoYtf95/79+JvIPrJ8lg4k+hk0YYwx9pi/6PM2exudnplYDppEY7XNcRcaYQwDGmEMicqxvvAFeExEDPGyMeWTUEqoTEqcT95QpdK5eA7feOugywd27CdXWknfLLSPenm/BAuqAwMpVSV24Wv7wJL21hxj3L/fqX/In4LA5oocyR8oYQygcoqu3i67eLrp7u+nu66a7t5uu3i56+nqi03p6ewiGg/T09VhD5Hmwz5oW6gsRDAcJhUME+6zHQG+A3mAvoXCI3nDvYUOf6TvqMWzCh3UfNhry0vK0cCWBC40xtZHC9rqI7DDGVA22oIjcDNwMUBbpjkjFX9Y111D/k5/Qs3s37slHN/H2V60EGNH5rX6u0lJcEyfiX7WS3M/fNOLXiwf/qreov/9+fJdeOqweQtTIiQguuwuX3RWTQhgL0T2iyGN/MRu4xxT9Z8xRlzjA0XtjIpG9NWzRvbb+PTobqXNYOhZGu3DVici4yN7WOKB+sIWMMbWRx3oRWQrMBQYtXJG9sUcA5syZc/T/voqLrE9cQ/0DD9D67HMUfe+7R833V1XhnjoV57hxMdmed8ECWp99dtDe4hOtZ+dODt52G+4pUxh/3326t6UQERxi/Xp1oheHx9pol+llwBci418AXjhyARHxikhG/ziwGNg6agnVkDjy8si45BLann8eEwweNq/P76fz3XeHdAuTofItmI/p7j6pe4HFU29jIzW3fBVJT6P0oV8fdZNMpVTsxa1wicjTwGpguogcEJEvAz8CLhORncBlkeeIyHgRWR5ZtQhYJSKbgHeAl4wxr8Qrpzp52ddfR19LCx1vvHnY9KaHHoJQiIzFi2O2Lc+55yIuF4GVq2L2miMV7uriwNe/QW9zM6W/+nXM9i6VUscXz1aFnznGrEWDLFsLXBEZ3wPMilcuFTve+fNxFBXR+tyzZF5uFamuLVtpeuy3ZH/yetLPPDNm27J5PHjmzMG/aiVFSdAQ1V9VxYc/+CGhmhpK/uNnpFce3fmuUio+Tq0zeiqmxG4n69olBFauInToECYY5NBdd+HIz6fwu0ef9xop7/z5BHdZrRUTJXjgIDXf+AY1N9+COByU/fYxMmO4Z6mUOjEtXGpEsq+9FoyhdelSGh99lJ4PPqD4nnuwZ2TEfFv9N5T0rxrdw4V9/gDty5dz4LZvsefKKwm89d8U/NO3qXh+Kd7zzhvVLEqp5G0Or1KEq7QUz3nn0fLU09Zdjq+8Mm5dM7mmTMFRXExg5SpyPvWpuGyjnwmF8FdV0bp0KYGqlZhgEHt+PtnXXUveV75iXYStlEoILVxqxLKvv57a73wHe04ORXG8W7GI4Fswn/aXX8GEQogz9s2Mg/v30/rnP9P6/PP0NTRiL8gn+9OfJvPyxaTPnh3zTnOVUsOnhUuNWMZl/4Dn/PPIvekmHLm5cd2Wd/4CWv/8LF2bN+MZQR+IRzLhMM1PPEH9/T+FcBjfRReRff11+BYuRBz6Y6JUMtGfSDViNrebib/97ahsy3vB+YjLRftLL8WscPU2NVF7xx0EqlbiW7SI4rv/GWfR8W8bopRKHG2coVKKPSODzI99jLYXlhEODH4PqeEIrF7Nnms+Qeeatym6+5+Z8IsHtWgpleS0cKmUk/OZGwgHArS9+NcRvU5gzdvU3HwL9uwsyv/8Z3JvvFG7a1IqBWjhUiknbdYs3KefTsvTT2PMyXVP2b1tGwe+/nVc5RMp/8MfSJs+LcYplVLxooVLpRwRIeeGG+h5/326Nmwc9vrBffvY/79vxpaVSemjj2LPzo55RqVU/GjhUikp66orsXm9tDzz9LDWC9XXs//LX4FwmLLf/CfO4qHf8VcplRy0cKmUZPN6ybrmGjpefoXelpYhrdPn91Nz8y1Wp7iPPIy7InlvSqmUOjYtXCpl5XzmBkwoRNtf/nLCZU0wyIFvfpOeXbuY8POfk15ZOQoJlVLxoIVLpSz31Kl45syh5Zk/YsLHvlW6CYepvev/07l6DePuvRff/AtHMaVSKta0cKmUlnPjZwjV1FB/308wfX2DLtPwwAO0v/giBbfdRvaST4xuQKVUzGnPGSqlZVx+OTk3rqP5d78jWF3N+Pv/HbvPB0Doww9p/PVDtP7xj2Tf8Gnybrk5wWmVUrGghUulNLHbKb77blxTplD3w39l7w03MO6ee2h76SXann0OYww5n/0sRXfeoRcXKzVGaOFSY0LujTfirqjgwK23se9zN4HTSfaSJeTdfDOuCSWJjqeUiiEtXGrM8J53HpP+9Efaly8n6+qrcZZowVJqLNLCpcYU18SJ5H/ta4mOoZSKI21VqJRSKqVo4VJKKZVStHAppZRKKVq4lFJKpRQtXEoppVKKFi6llFIpRQuXUkqplCIne+vzZCQiDcC+k1w9H2iMYZxYSdZckLzZkjUXJG+2ZM0FyZstWXPB8LJNNMYUxDNMrI2pwjUSIrLOGDMn0TmOlKy5IHmzJWsuSN5syZoLkjdbsuaC5M4WC3qoUCmlVErRwqWUUiqlaOH6yCOJDnAMyZoLkjdbsuaC5M2WrLkgebMlay5I7mwjpue4lFJKpRTd41JKKZVSTvnCJSLfFJH3ReQ9EblvwPQ7RGRXZN7lCch1j4gcFJGNkeGKZMkWyfAdETEikp8suUTkXhHZHPm8XhOR8cmQTUR+IiI7ItmWikh2MuSKbP+Tke9+WETmHDEv0dn+MbLtXSJy+2hv/4gsj4lIvYhsHTAtV0ReF5GdkcecBOQqFZE3RGR75P/x1mTJFlfGmFN2AC4B/ga4I88LI48zgE2AG5gE7Abso5ztHuA7g0xPhmylwKtY18zlJ1GuzAHj/xd4KBmyAYsBR2T8x8CPkyFXJMPpwHTgTWBOsnzPAHtkmxWAK5Jlxmh+NkfkWQicDWwdMO0+4PbI+O39/6+jnGsccHZkPAP4IPJ/l/Bs8RxO9T2urwE/Msb0ABhj6iPTrwGeMcb0GGOqgV3A3ARlPFIyZHsA+C4w8ARpwnMZY9oHPPUOyJfQbMaY14wxvZGna4AJyZArkm27Meb9QWYlOttcYJcxZo8xJgg8E8mUEMaYKqD5iMnXAI9Hxh8HPjGamQCMMYeMMesj4x3AdqAkGbLF06leuKYBC0TkbRFZISLnRqaXADUDljsQmTbavhE5vPTYgF39hGYTkauBg8aYTUfMSorPTER+KCI1wGeBu5MpW8SXgJcj48mU60iJzpbo7Q9FkTHmEFgFBChMZBgRKQdmA2+TZNlizZHoAPEmIn8DigeZdRfW+88BzgPOBf4kIhWADLJ8zJtfniDbr4F7I9u9F7gf65de3LOdINedWIe+jlot3rng+NmMMS8YY+4C7hKRO4BvAN8fjWwnyhVZ5i6gF3iyf7V45xpqtsFWG2TaaDZBTvT2U4qI+IDngNuMMe0ig318Y8eYL1zGmH841jwR+RrwF2MdCH5HRMJYfXwdwDqP028CUDua2Y7I+Sjw18jTuGc7Vi4RqcQ637Ep8oMxAVgvInNHI9fxsg3iKeAlrMKVsM+sn4h8AbgKWBT5vjEauYaS7RhGJVsSb38o6kRknDHmkIiMA+pPuEYciIgTq2g9aYz5SzJli5dT/VDh88ClACIyDeskcCOwDLhBRNwiMgmYCrwzmsEiX7Z+S4D+1kwJy2aM2WKMKTTGlBtjyrF+uZxtjPkwkbn6icjUAU+vBnZExhOaTUT+EfgecLUxpnPArIR/ZseR6GxrgakiMklEXMANkUzJZBnwhcj4F4Bj7b3GjVh/Qf4nsN0Y89NkyhZXiW4dksgBq1D9AasorAcuHTDvLqxWTe8DH0tAtt8DW4DNWF/CccmSbUCOvURaFSZDLqy/OrdGPrMXgZJkyIbVsKEG2BgZHkqGXJHtL8H6A6QHqANeTaJsV2C1ktuNdVhzVLd/RJangUNAKPJ5fRnIA/4L2Bl5zE1ArvlYh1A3D/h+XZEM2eI5aM8ZSimlUsqpfqhQKaVUitHCpZRSKqVo4VJKKZVStHAppZRKKVq4lFJKpRQtXEqdBBHJG9Bz/4cDevL3i8ivEp1PqbFMm8MrNUIicg/gN8b8e6KzKHUq0D0upWJIRC4Wkb9Gxu8Rkccj9wbbKyLXish9IrJFRF6JdNWDiJwT6eT5XRF59YheU5RSR9DCpVR8TQauxLrNxB+AN4wxlUAXcGWkeD0IXG+MOQd4DPhhosIqlQrGfCe7SiXYy8aYkIhswbo54iuR6VuAcqybOJ4BvB7puNiO1bWQUuoYtHApFV/9NykNi0jIfHRSOYz18yfAe8aY8xMVUKlUo4cKlUqs94ECETkfrFtUiMjMBGdSKqlp4VIqgYx1W/rrgR+LyCas3r0vSGgopZKcNodXSimVUnSPSymlVErRwqWUUiqlaOFSSimVUrRwKaWUSilauJRSSqUULVxKKaVSihYupZRSKUULl1JKqZTyP2wGlSgeNex4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in range(10):  # plot 10 examples\n",
    "    best_model.plot_interpretation(x, raw_predictions, idx=idx);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
